{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9ecc39b9",
   "metadata": {},
   "source": [
    "## 补课练习——招聘网站\n",
    "* 1.找到API数据的接口\n",
    "* 2.发送请求，请求到指定区域、职位的数据\n",
    "* 3.下载数据，存放到excel中\n",
    "* 4.数据分析：做该职位的地区分布（地图）、职位分布、职位标签（工作要求）、学历要求\n",
    "* 5.数据分析补充（待）\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5774225",
   "metadata": {},
   "source": [
    "## 期末项目\n",
    "* 数量500行x20列以上\n",
    "### 1.week13week14补课练习\n",
    "### 2.week15（selenium自动化模块）\n",
    "### 3.week01-week09（静态页面数据抓取）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c05f8ff7",
   "metadata": {},
   "outputs": [],
   "source": [
    "from requests_html import HTMLSession\n",
    "import requests\n",
    "import json\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "01de0664",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "请输入你要查询的职位：产品经理\n",
      "请输入你要查询的地区：广州\n"
     ]
    }
   ],
   "source": [
    "用户输入职位 = input(\"请输入你要查询的职位：\")\n",
    "用户输入的地区 = input(\"请输入你要查询的地区：\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f66dda4a",
   "metadata": {},
   "outputs": [],
   "source": [
    "地区编码字典 = {\n",
    "    '广州':'050020',\n",
    "    '深圳':'050090'\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "cc2efc07",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'businessDistrict': '', 'jobType': 0, 'proxyJob': 1, 'proxyType': 1, 'anonymous': 1, 'outland': 0, 'optimal': 0, 'iconFlagList': [8], 'itemId': 26, 'city': 101280100, 'isShield': 0, 'atsDirectPost': False, 'gps': None, 'lastModifyTime': 1684541927000, 'encryptBrandId': '1f9c13f93a2492291XRz39S1', 'brandName': '某500强上市公司', 'brandLogo': 'https://img.bosszhipin.com/beijin/app/mobile/n-af8dd288f86448d9eaaf3a4b0fd60b27.png', 'brandStageName': '已上市', 'brandIndustry': '游戏', 'brandScaleName': '10000人以上', 'welfareList': ['定期体检', '带薪年假', '五险一金', '包吃', '补充医疗保险', '节日福利', '交通补助', '员工旅游', '免费班车', '餐补', '年终奖', '股票期权'], 'industry': 100002, 'contact': False}, {'securityId': 'Ls88ZqQKsV7Qm-U1dTwTwhW2OhulJ3wAQ2gSf2lrTLWXOFL6dlGLnoATYT6buaKluiogABMU6LTvUe_pQXVFj1At4Bj4qdvCJMNOHyvIOMYmf43rVc4DNFxt4kIH4wR-PEgabwEqFNZz', 'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20220406/607f1f3d68754fd0e25edb777c926245688b744c0c363f4a1baf436f015a4a8aa51447466dc63d29_s.png', 'bossCert': 3, 'encryptBossId': 'a72b54edc2a101580nV539q-FFpX', 'bossName': '杨女士', 'bossTitle': '人事部HR', 'goldHunter': 0, 'bossOnline': False, 'encryptJobId': '30aa0037ec4f400e1Xx50t-1GVpX', 'expectId': 305852612, 'jobName': '游戏测试', 'lid': '1JFXOFjUd0D.search.27', 'salaryDesc': '6-10K·13薪', 'jobLabels': ['1年以内', '大专'], 'jobValidStatus': 1, 'iconWord': '', 'skills': ['丰富的游戏经验', '手游测试经验', '游戏测试'], 'jobExperience': '1年以内', 'daysPerWeekDesc': '', 'leastMonthDesc': '', 'jobDegree': '大专', 'cityName': '广州', 'areaDistrict': '黄埔区', 'businessDistrict': '大沙', 'jobType': 0, 'proxyJob': 0, 'proxyType': 0, 'anonymous': 0, 'outland': 0, 'optimal': 0, 'iconFlagList': [], 'itemId': 27, 'city': 101280100, 'isShield': 0, 'atsDirectPost': False, 'gps': None, 'lastModifyTime': 1683597655000, 'encryptBrandId': 'd48376f4c92e5b481nV829m4EA~~', 'brandName': '火树游戏', 'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/chatphoto/20200506/4a2f57556dd7d4adcde16e2f23e406c203632e5441f5df08e8261e49dbdade29_s.jpg', 'brandStageName': '未融资', 'brandIndustry': '游戏', 'brandScaleName': '100-499人', 'welfareList': ['员工旅游', '包吃', '节日福利', '补充医疗保险', '年终奖', '五险一金', '带薪年假', '全勤奖', '零食下午茶', '定期体检'], 'industry': 100002, 'contact': False}, {'securityId': 'rxO4gGXvLXcmX-n1GOHoaEcHuYLLn2_-joXgwNqGX1slGIvAdGP3vtYWrFXgwWzl2j8K2cGw-qVWsc_2mYe8pjpijVt2OlNUgkrDRagftH6f2EiYudYmceStwpAfWNmhnUBxuePJ', 'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20200703/fa887532ad8ab7a4470662bc74bfe87102a0da34391ac320c33ae83a529edc12_s.png', 'bossCert': 3, 'encryptBossId': '8aa835e43dafb0901nR73N20FVZW', 'bossName': '邓女士', 'bossTitle': '人事主管', 'goldHunter': 0, 'bossOnline': False, 'encryptJobId': '3259b0863e9e62621Xx-29--FFVS', 'expectId': 305852612, 'jobName': '黑盒测试（游戏）', 'lid': '1JFXOFjUd0D.search.28', 'salaryDesc': '8-12K', 'jobLabels': ['1-3年', '本科'], 'jobValidStatus': 1, 'iconWord': '', 'skills': ['丰富的游戏经验'], 'jobExperience': '1-3年', 'daysPerWeekDesc': '', 'leastMonthDesc': '', 'jobDegree': '本科', 'cityName': '广州', 'areaDistrict': '荔湾区', 'businessDistrict': '沿江路', 'jobType': 0, 'proxyJob': 0, 'proxyType': 0, 'anonymous': 0, 'outland': 0, 'optimal': 0, 'iconFlagList': [], 'itemId': 28, 'city': 101280100, 'isShield': 0, 'atsDirectPost': False, 'gps': None, 'lastModifyTime': 1683771086000, 'encryptBrandId': '80979330493f08300XJ83g~~', 'brandName': 'Symbio', 'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/chatphoto/20180605/3093240471b4df547fca4dd127eabfb7cfcd208495d565ef66e7dff9f98764da.jpg', 'brandStageName': '不需要融资', 'brandIndustry': '计算机软件', 'brandScaleName': '1000-9999人', 'welfareList': ['节日福利', '补充商业保险', '零食下午茶', '带薪年假', '有无线网', '员工旅游', '补充医疗保险', '团建聚餐', '法定节假日三薪', '意外险', '五险一金', '定期体检', '绩效奖金', '加班补助', '生日福利', '年终奖'], 'industry': 100021, 'contact': False}, {'securityId': 'iQer5pwvGxn3W-819gZLPpRGZjCs_39k9KeWzqRnQYo_o49qDJD6JAP0lVWGyGJ3zUEb9LwaiYuQ3NkhQPHsASGmRlXe4_TAViXYykibRqHDPphz9PTlSeKSG_tnBnhTqDJlS5fFYh7y', 'bossAvatar': 'https://img.bosszhipin.com/beijin/mcs/useravatar/20160806/edd2f4bcb91085829079422aea2eb0a38c7dd922ad47494fc02c388e12c00eac_s.jpg', 'bossCert': 3, 'encryptBossId': '6f0c61a7c901ee5e1nZ80tS7GVM~', 'bossName': '伍女士', 'bossTitle': 'HR', 'goldHunter': 0, 'bossOnline': False, 'encryptJobId': 'dcf27497ef25946b1nx72dq1EFNX', 'expectId': 305852612, 'jobName': '游戏测试', 'lid': '1JFXOFjUd0D.search.29', 'salaryDesc': '4-5K', 'jobLabels': ['1年以内', '大专'], 'jobValidStatus': 1, 'iconWord': '', 'skills': ['功能测试', '性能测试', '黑盒测试'], 'jobExperience': '1年以内', 'daysPerWeekDesc': '', 'leastMonthDesc': '', 'jobDegree': '大专', 'cityName': '广州', 'areaDistrict': '天河区', 'businessDistrict': '棠下', 'jobType': 0, 'proxyJob': 0, 'proxyType': 0, 'anonymous': 0, 'outland': 0, 'optimal': 0, 'iconFlagList': [], 'itemId': 29, 'city': 101280100, 'isShield': 0, 'atsDirectPost': False, 'gps': None, 'lastModifyTime': 1684484139000, 'encryptBrandId': '0ef78579e8cc58cb1nZ60tS0EVc~', 'brandName': '万界网络', 'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/chatphoto/20200928/a11af8f1ea289a15854580a19a45e3b513197a0e1ba539b2e53ce90579af48e7_s.jpg', 'brandStageName': '未融资', 'brandIndustry': '游戏', 'brandScaleName': '100-499人', 'welfareList': ['带薪年假', '定期体检', '全勤奖', '五险一金', '员工旅游', '零食下午茶', '包吃', '节日福利', '年终奖'], 'industry': 100002, 'contact': False}, {'securityId': 'WowW8e087h8xY-S1hfN_DnRxggx8lOizVR0q_7QCXeFcyUyKXor8efNAosNlKqha4l_nvn0NUgWwFQf51SQjMxutzXTk49g1GmLwvVqI1-d18VqC65mWiJUfWHRUaYTK3ssH-15tOYpJoA~~', 'bossAvatar': 'https://img.bosszhipin.com/boss/avatar/avatar_1.png', 'bossCert': 3, 'encryptBossId': '8107d939fd4357f60nB_2d-0GFFW', 'bossName': '李女士', 'bossTitle': '人事行政', 'goldHunter': 0, 'bossOnline': False, 'encryptJobId': 'ead8cebba329778d1Xxy2di9GFJY', 'expectId': 305852612, 'jobName': '游戏测试工程师', 'lid': '1JFXOFjUd0D.search.30', 'salaryDesc': '5-8K·13薪', 'jobLabels': ['1年以内', '学历不限'], 'jobValidStatus': 1, 'iconWord': '', 'skills': ['计算机相关专业', '丰富的游戏经验', '手游测试经验'], 'jobExperience': '1年以内', 'daysPerWeekDesc': '', 'leastMonthDesc': '', 'jobDegree': '学历不限', 'cityName': '广州', 'areaDistrict': '天河区', 'businessDistrict': '车陂', 'jobType': 0, 'proxyJob': 0, 'proxyType': 0, 'anonymous': 0, 'outland': 0, 'optimal': 0, 'iconFlagList': [], 'itemId': 30, 'city': 101280100, 'isShield': 0, 'atsDirectPost': False, 'gps': None, 'lastModifyTime': 1685417926000, 'encryptBrandId': '2ed4cd2860ef86921XJ42d26FVA~', 'brandName': '广州小柠檬信息科技', 'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/workfeel/20230331/7bf6f160950405e95c9a9db772620605dbf1118faaa078b5348f9b17824342ee38bc3e37f80bc131.jpg', 'brandStageName': '未融资', 'brandIndustry': '游戏', 'brandScaleName': '20-99人', 'welfareList': ['餐补', '生日福利', '节日福利', '有无线网', '全勤奖', '五险一金', '交通补助', '团建聚餐', '带薪年假', '零食下午茶'], 'industry': 100002, 'contact': False}], 'totalCount': 300, 'brandCard': None}}\n"
     ]
    }
   ],
   "source": [
    "url = \"https://www.zhipin.com/wapi/zpgeek/search/joblist.json?scene=1&query=%E6%B8%B8%E6%88%8F%E6%B5%8B%E8%AF%95%E5%B7%A5%E7%A8%8B%E5%B8%88&city=101280100&experience=&payType=&partTime=&degree=&industry=&scale=&stage=&position=&jobType=&salary=&multiBusinessDistrict=&multiSubway=&page=1&pageSize=30\"\n",
    "payload = {\n",
    "    \"scene\": 1, \n",
    "    \"query\": \"游戏测试工程师\",\n",
    "    \"city\": 地区编码字典[用户输入的地区],\n",
    "    \"experience\": \"\",\n",
    "    \"payType\":\"\",\n",
    "    \"partTime\": \"\",\n",
    "    \"degree\": \"\",\n",
    "    \"industry\": \"\",\n",
    "    \"scale\": \"\",\n",
    "    \"stage\": \"\",\n",
    "    \"position\": \"130111\",\n",
    "    \"jobType\": \"\",\n",
    "    \"salary\": \"\",\n",
    "    \"multiBusinessDistrict\": \"\",\n",
    "    \"multiSubway\": \"\",\n",
    "    \"page\": 1,\n",
    "    \"pageSize\": 30 \n",
    "\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "#     'Cache-Control': 'no-cache',\n",
    "#     'Connection': 'keep-alive',\n",
    "#     'Content-Length': '412',\n",
    "#     'Content-Type': 'application/json;charset=UTF-8;',\n",
    "#     'Host':'we.51job.com',\n",
    "#     'Partner':'sem_pcbaiduyj_59565',\n",
    "#     'Property':'%7B%22partner%22%3A%22sem_pcbaiduyj_59565%22%2C%22webId%22%3A2%2C%22fromdomain%22%3A%2251job_web%22%2C%22frompageUrl%22%3A%22https%3A%2F%2Fwe.51job.com%2Fpc%2Fmy%2Fmyjob%22%2C%22pageUrl%22%3A%22https%3A%2F%2Fwe.51job.com%2Fpc%2Fsearch%22%2C%22identityType%22%3A%22%E5%9C%A8%E6%A0%A1%E7%94%9F%22%2C%22userType%22%3A%22%E8%80%81%E7%94%A8%E6%88%B7%22%2C%22isLogin%22%3A%22%E6%98%AF%22%2C%22accountid%22%3A%22227021599%22%7D',\n",
    "    # Cookie 是用户登录之后的cookie\n",
    "    'Cookie':'lastCity=101280100; wd_guid=f3da15bf-f2ad-4a95-a67b-38e9d12e6c43; historyState=state; _bl_uid=d9ltLgIh004p1dntOtzemstl0hm5; collection_pop_window=1; sid=sem_pz_bdpc_dasou_title; __zp_seo_uuid__=3063e070-f3b6-40a0-b799-c985c94b808f; __g=sem_pz_bdpc_dasou_title; __l=r=https%3A%2F%2Fwww.baidu.com%2Fother.php%3Fsc.0s0000agNEWVCqwHvg77n81oKTe4dpm9cqQQSwG3kU71ade7mIUipYqv64NAWPnEAjKIv-Qo2T_7yiJB-2aYOCcQVHh-lBsxGxc0PsB0kWW8U4bVNQoDPmTYcFMBHSJl6NIg-rbf3GdejcrDlFUmI-8NFuX6plsiNaHTpRDaE3tyL9dER1zHXSYWo1zUG6osXK22D48CWLmNandIvEYyTafeIjnE.7D_NR2Ar5Od663rj6t8AGSPticrtXFBPrM-kt5QxIW94UhmLmry6S9wiGyAp7BEIu80.TLFWgv-b5HDkrfK1ThPGujYknHb0THY0IAYqmhq1Tqpkko60IgP-T-qYXgK-5H00mywxIZ-suHY10ZIEThfqmhq1Tqpkko60ThPv5H00IgF_gv-b5HDdPjf4PHTkrjR0UgNxpyfqnHRzn1mYnHc0UNqGujYknWDkrHRLr0KVIZK_gv-b5HDzrjcv0ZKvgv-b5H00pywW5R9affKspyfqP0KWpyfqrjf0mLFW5HfknWT3%26dt%3D1685786640%26wd%3Dboss%25E7%259B%25B4%25E8%2581%2598%26tpl%3Dtpl_12826_31784_0%26l%3D1544957185%26ai%3D0_60872259_1_1%26us%3DlinkVersion%253D1%2526compPath%253D10036.0-10032.0%2526label%253D%2525E4%2525B8%2525BB%2525E6%2525A0%252587%2525E9%2525A2%252598%2526linkType%253D%2526linkText%253DBOSS%2525E7%25259B%2525B4%2525E8%252581%252598%2525E2%252580%252594%2525E2%252580%252594%2525E6%252589%2525BE%2525E5%2525B7%2525A5%2525E4%2525BD%25259C%2525EF%2525BC%25258C%2525E4%2525B8%25258ABOSS%2525E7%25259B%2525B4%2525E8%252581%252598%2525EF%2525BC%25258C&l=%2Fwww.zhipin.com%2Fguangzhou%2F%3Fsid%3Dsem_pz_bdpc_dasou_title&s=1&g=%2Fwww.zhipin.com%2Fguangzhou%2F%3Fsid%3Dsem_pz_bdpc_dasou_title&s=3&friend_source=0; Hm_lvt_194df3105ad7148dcf2b98a91b5e727a=1684580831,1684723867,1685083442,1685786652; boss_login_mode=wechat; wt2=D3BsCAHlJaHIXfldO8zSy5c_qoNZL-WZt4ldYgN8RPDvs8eoMXxVw5vZXYavxThOlbB9ZuK87CNFYYFgNLvx7Lg~~; wbg=0; Hm_lpvt_194df3105ad7148dcf2b98a91b5e727a=1685786676; __c=1685786651; __a=98138093.1680519042.1685083443.1685786651.32.6.4.4; geek_zp_token=V1RNgjE-X53VxsVtRvxxgfISO07jvQzCw~; __zp_stoken__=e01eeWHI3f1tMHGZdRDhlbgJsRFw1InN3DToGEFByOx9nak4gPEBsHG0%2FdVFURWNWLXtWRCE6IBxHCgRnOC1uNTIfZV55BAsVel9bKAEtWxEXHAM8NilfbDFkW2g6WAkMb0JkPyRbUGRROnQ%3D',\n",
    "    'Sec-Ch-Ua': '\"Google Chrome\";v=\"113\", \"Chromium\";v=\"113\", \"Not-A.Brand\";v=\"24\"',\n",
    "    'Sec-Ch-Ua-Mobile': '?0',\n",
    "    'Sec-Ch-Ua-Platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/113.0.0.0 Safari/537.36',\n",
    "    'Token':'NhxvvjzZ5hWyh8GW',\n",
    "    'Traceid':'22765BFF-C4C1-4F44-A932-BBB320E8650D',\n",
    "    'X-Requested-With':'XMLHttpRequest',\n",
    "    'Zp_token':'V1RNgjE-X53VxsVtRvxxkdISqz6z3Wwyg~'\n",
    "\n",
    "\n",
    "}\n",
    "# send a POST request with headers\n",
    "r = requests.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "425d4c92",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>securityId</th>\n",
       "      <th>bossAvatar</th>\n",
       "      <th>bossCert</th>\n",
       "      <th>encryptBossId</th>\n",
       "      <th>bossName</th>\n",
       "      <th>bossTitle</th>\n",
       "      <th>goldHunter</th>\n",
       "      <th>bossOnline</th>\n",
       "      <th>encryptJobId</th>\n",
       "      <th>expectId</th>\n",
       "      <th>...</th>\n",
       "      <th>lastModifyTime</th>\n",
       "      <th>encryptBrandId</th>\n",
       "      <th>brandName</th>\n",
       "      <th>brandLogo</th>\n",
       "      <th>brandStageName</th>\n",
       "      <th>brandIndustry</th>\n",
       "      <th>brandScaleName</th>\n",
       "      <th>welfareList</th>\n",
       "      <th>industry</th>\n",
       "      <th>contact</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>lklrFS0i7QyVt-x1OEUkkIkU4pGXwC2q8w6zIpy87EMFnu...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>6e3fac06cabf856b0nx_3NW9GFBX</td>\n",
       "      <td>邵女士</td>\n",
       "      <td>用户研究员</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>6b40e92f91219c731Xx_2dW6FltV</td>\n",
       "      <td>305852612</td>\n",
       "      <td>...</td>\n",
       "      <td>1684985908000</td>\n",
       "      <td>1f9c13f93a2492291XRz39S1</td>\n",
       "      <td>网易游戏</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/logo/4df703a...</td>\n",
       "      <td>已上市</td>\n",
       "      <td>游戏</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>[交通补助, 带薪年假, 五险一金, 员工旅游, 定期体检, 补充医疗保险, 餐补, 包吃,...</td>\n",
       "      <td>100002</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8CUxvkrg5dbz_-e1k3LcaqFOoNvYakeNq-7-yN8a2dLbD_...</td>\n",
       "      <td>https://img.bosszhipin.com/boss/avatar/avatar_...</td>\n",
       "      <td>3</td>\n",
       "      <td>76d77a74159c1a7c1nRz09q4FlJQ</td>\n",
       "      <td>杨女士</td>\n",
       "      <td>hr</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>02c3285a8cb6ce571XJ_39W7GVNW</td>\n",
       "      <td>305852612</td>\n",
       "      <td>...</td>\n",
       "      <td>1681087232000</td>\n",
       "      <td>ff028cbe00cc932c33B-29u8Fg~~</td>\n",
       "      <td>拉阔网络科技</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n",
       "      <td>未融资</td>\n",
       "      <td>游戏</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>[五险一金, 带薪年假]</td>\n",
       "      <td>100002</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5ICNWMeIDXC5w-l1YOlM2yA4toLCjiVa6JFYgl3icE8yAR...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>08798bdadddccd280HF52tu0EFM~</td>\n",
       "      <td>付女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>97e581a524ca1cdb1nN70tW8EFBS</td>\n",
       "      <td>305852612</td>\n",
       "      <td>...</td>\n",
       "      <td>1684907861000</td>\n",
       "      <td>f128ced1ef4536b40Xd40tW_FA~~</td>\n",
       "      <td>海南华多</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/l...</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>游戏</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>[五险一金, 全勤奖, 包吃, 周末双休, 带薪年假, 年终奖, 节日福利, 定期体检, 零...</td>\n",
       "      <td>100002</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8MnGy9noD01Lk-x1Y3dms3r6Hks7Y3qWIDp7zSPtrf96qJ...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>eb2b760de3c0a6320XV93di4EA~~</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>afe5e52e5f4d26431XN82dW1FFVT</td>\n",
       "      <td>305852612</td>\n",
       "      <td>...</td>\n",
       "      <td>1684146466000</td>\n",
       "      <td>718cdf47d2244f491nV_396_EQ~~</td>\n",
       "      <td>汉堂</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>企业服务</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>[餐补, 五险一金, 零食下午茶, 员工旅游, 免费班车, 年终奖, 带薪年假, 节日福利]</td>\n",
       "      <td>100015</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Yvt5kLjDrFIyl-J1KfDfK7S05cgrfYtPNoTS2RbEQ8-IB2...</td>\n",
       "      <td>https://img.bosszhipin.com/boss/avatar/avatar_...</td>\n",
       "      <td>3</td>\n",
       "      <td>8af2fc3312423a600nd43d61EFtW</td>\n",
       "      <td>黄女士</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>6305122fa5bdfa4c1nJ_09W8E1JV</td>\n",
       "      <td>305852612</td>\n",
       "      <td>...</td>\n",
       "      <td>1673599851000</td>\n",
       "      <td>0aed2b8296e46d411HB509U~</td>\n",
       "      <td>多益网络</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/banner/6...</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>互联网</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>[]</td>\n",
       "      <td>100020</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>GcWt9l_vCbYYF-O19c9Bl2LiuZajqam7iPa0j0HuTQX1dK...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/tmp/2...</td>\n",
       "      <td>3</td>\n",
       "      <td>d66226b0fb09c5d30nZ909--FFdW</td>\n",
       "      <td>郑美玲</td>\n",
       "      <td>招聘顾问</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>8d996659bbf74d451XN739u6FFNQ</td>\n",
       "      <td>305852612</td>\n",
       "      <td>...</td>\n",
       "      <td>1683419143000</td>\n",
       "      <td>62518f9a3d79dd931XV_09y4FFo~</td>\n",
       "      <td>上海瑞应人才科技</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/icon/894ce6f...</td>\n",
       "      <td></td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>[]</td>\n",
       "      <td>100021</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>ZynIHo8Nr5pR_-y19mHlRYL2nV-I8kYN_YdinO9cAjlx8Y...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>6c3d463e383126320HZy29W5GVs~</td>\n",
       "      <td>唐研研</td>\n",
       "      <td>招聘</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>f713e6e3c7c833bf1Xx73967EFZW</td>\n",
       "      <td>305852612</td>\n",
       "      <td>...</td>\n",
       "      <td>1683622267000</td>\n",
       "      <td>4ae082dd065a41c41XRy09q6FlA~</td>\n",
       "      <td>广州一点灵犀信息技术</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/w...</td>\n",
       "      <td>未融资</td>\n",
       "      <td>游戏</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>[员工旅游, 保底工资, 生日福利, 年终奖, 餐补, 节日福利, 股票期权, 团建聚餐, ...</td>\n",
       "      <td>100002</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>cRs3m3YxIR3CC-A1RwKhf4cedgp25XM84lPEzrAYf9Arnu...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/tmp/2...</td>\n",
       "      <td>3</td>\n",
       "      <td>6acc31dbceb02f3f0XB92di1FA~~</td>\n",
       "      <td>钟女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>4fdd695ba0c9cfd51XN62dS9FFBY</td>\n",
       "      <td>305852612</td>\n",
       "      <td>...</td>\n",
       "      <td>1682986041000</td>\n",
       "      <td>ad4e8ee3f828fbfe1nx53Nq6</td>\n",
       "      <td>广州乐牛</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/w...</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>游戏</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>[五险一金, 定期体检, 节日福利, 零食下午茶, 全勤奖, 交通补助, 员工旅游, 包吃,...</td>\n",
       "      <td>100002</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>uLTEsPWhZZtjZ-B1-JxAcHyTwZexzoZ8Wgcv3w1cH6cFsI...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>1c3e33e2aab05f5433d93Nm1EFc~</td>\n",
       "      <td>李女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>f23ec12c4a3417181Xx50t-7F1RX</td>\n",
       "      <td>305852612</td>\n",
       "      <td>...</td>\n",
       "      <td>1685691940000</td>\n",
       "      <td>95b4b47ef9141c671nd52ty_</td>\n",
       "      <td>法本</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/banner/3...</td>\n",
       "      <td>已上市</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>[年终奖, 全勤奖, 零食下午茶, 节日福利, 带薪年假, 五险一金, 加班补助, 定期体检...</td>\n",
       "      <td>100021</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2qwtYMs8YcgZ6-T1tkKixvq-2qAs4okXZ8cfDgtxAWxbTe...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>540cfab4e611e6b40nF709u0F1BY</td>\n",
       "      <td>龙女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>fb03aef50cc0f0421XNz39-7GVNW</td>\n",
       "      <td>305852612</td>\n",
       "      <td>...</td>\n",
       "      <td>1681697103000</td>\n",
       "      <td>5ed758a30c309d920Hd939q7</td>\n",
       "      <td>某大型互联网上市集团公司</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/app/mobile/n...</td>\n",
       "      <td>已上市</td>\n",
       "      <td>移动互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>[年终奖, 餐补, 定期体检, 五险一金, 带薪年假, 包吃, 补充医疗保险, 员工旅游, ...</td>\n",
       "      <td>100019</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>V8IdC7JFiLdKE-e1dZqFIi-Tp-ei_NgOY1DaHSPKl0YBY4...</td>\n",
       "      <td>https://img.bosszhipin.com/boss/avatar/avatar_...</td>\n",
       "      <td>3</td>\n",
       "      <td>7534ceeaa584a52c1XJ50tS1F1A~</td>\n",
       "      <td>李女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>4e49403517bb04e21XBz3929FlQ~</td>\n",
       "      <td>305852612</td>\n",
       "      <td>...</td>\n",
       "      <td>1683509102000</td>\n",
       "      <td>587b3ce915cbe51d1nxz39i8</td>\n",
       "      <td>广州4399</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n",
       "      <td>未融资</td>\n",
       "      <td>游戏</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>[餐补, 补充医疗保险, 节日福利, 定期体检, 包吃, 五险一金, 带薪年假, 全勤奖, ...</td>\n",
       "      <td>100002</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>JHYWIuafwyq1j-m1YND7H5p1PwAE1cvfdRDrqNrTUd-4d-...</td>\n",
       "      <td>https://img.bosszhipin.com/boss/avatar/avatar_...</td>\n",
       "      <td>3</td>\n",
       "      <td>fd30d05f71bd33310HVz390~</td>\n",
       "      <td>王先生</td>\n",
       "      <td>工作室总监</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>f4b8a70fd3bebaa91nJ_09i8E1JV</td>\n",
       "      <td>305852612</td>\n",
       "      <td>...</td>\n",
       "      <td>1680761615000</td>\n",
       "      <td>f02596252a4d945e1nZy29m5FVs~</td>\n",
       "      <td>宙合信息科技</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n",
       "      <td>天使轮</td>\n",
       "      <td>游戏</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>[员工旅游, 带薪年假, 零食下午茶, 节日福利, 五险一金]</td>\n",
       "      <td>100002</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>U5bStYXy0zYIT-01WN79A8cUhzxRe7cCCXwhtZ-QQOnmdR...</td>\n",
       "      <td>https://img.bosszhipin.com/boss/avatar/avatar_...</td>\n",
       "      <td>3</td>\n",
       "      <td>bf9a4891b8ef99680nF52N69GVdY</td>\n",
       "      <td>杜女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>63321ba1408035a21Xx72t--FlFY</td>\n",
       "      <td>305852612</td>\n",
       "      <td>...</td>\n",
       "      <td>1684381635000</td>\n",
       "      <td>c86480ef8fd79f181XZ62N-9EFU~</td>\n",
       "      <td>广州拓启网络科技</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/l...</td>\n",
       "      <td>未融资</td>\n",
       "      <td>游戏</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>[员工旅游, 五险一金, 年终奖, 节日福利, 团建聚餐, 全勤奖, 零食下午茶, 带薪年假]</td>\n",
       "      <td>100002</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>MUSoO1b3Yvob0-q1jpb_bSKYmvcD-4czU4Mq59qe-UAbu1...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>a18c8589790f84561HB-3dy-FVY~</td>\n",
       "      <td>廖女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>a74dffee4e7c95f71Xx93NS8FFBX</td>\n",
       "      <td>305852612</td>\n",
       "      <td>...</td>\n",
       "      <td>1685515161000</td>\n",
       "      <td>7d3f339bf76fe2c30HB63tu4EA~~</td>\n",
       "      <td>深蓝互动</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/w...</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>游戏</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>[员工旅游, 定期体检, 股票期权, 五险一金, 交通补助, 带薪年假, 节日福利, 年终奖...</td>\n",
       "      <td>100002</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>svcRLmZUbcymD--17bR0-Jb1xWOJWROZd91S4axFI2W2XN...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>7a4ea8b7aa752d650nB_3tq6GFBU</td>\n",
       "      <td>赖女士</td>\n",
       "      <td>人事专员HR</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>0c04de2f2420f4261XJ93dm8E1NS</td>\n",
       "      <td>305852612</td>\n",
       "      <td>...</td>\n",
       "      <td>1682491917000</td>\n",
       "      <td>a924a4d41d93634b1nJ73tW8EFI~</td>\n",
       "      <td>明昼科技</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/w...</td>\n",
       "      <td>天使轮</td>\n",
       "      <td>游戏</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>[团建聚餐, 定期体检, 年终奖, 零食下午茶, 节日福利, 五险一金, 股票期权, 包吃]</td>\n",
       "      <td>100002</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>fJzQJHgl2eZpK-S1lG2QquMEaBkk9hIlJoRvq5oRAXz682...</td>\n",
       "      <td>https://img.bosszhipin.com/boss/avatar/avatar_...</td>\n",
       "      <td>3</td>\n",
       "      <td>632c9a39ac5481b30nJ92d-5ElFU</td>\n",
       "      <td>杨强强</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>45aed0867a6410821Xx_2d26F1dT</td>\n",
       "      <td>305852612</td>\n",
       "      <td>...</td>\n",
       "      <td>1684135735000</td>\n",
       "      <td>70afe16856848d571nB53N65</td>\n",
       "      <td>某大型互联网金融上市公司</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/app/mobile/n...</td>\n",
       "      <td>已上市</td>\n",
       "      <td>互联网金融</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>[]</td>\n",
       "      <td>100206</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>NX-0AOb7n6hDz-P1PagDZrOsrDghkgiBodaJuv08hqqa0i...</td>\n",
       "      <td>https://img.bosszhipin.com/boss/avatar/avatar_...</td>\n",
       "      <td>3</td>\n",
       "      <td>5d0e1dbd3bbeb9563nZ92N66FVM~</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>Hr</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>88cdd60cb74dcb961XV43t61FFRQ</td>\n",
       "      <td>305852612</td>\n",
       "      <td>...</td>\n",
       "      <td>1680752563000</td>\n",
       "      <td>10caf7b6daea25821nB70tW9</td>\n",
       "      <td>广州速游</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>游戏</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>[项目分红, 节日福利, 员工旅游, 零食下午茶, 定期体检, 全勤奖, 带薪病假, 免费班...</td>\n",
       "      <td>100002</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>bhRHrY1I5mtII-G1J2XQX7qIBiG3vVMx6_9KE2VsQalABz...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/tmp/2...</td>\n",
       "      <td>3</td>\n",
       "      <td>7eac6ce3ff4992221XJ_2du9FFs~</td>\n",
       "      <td>马慈璇</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>4532a2bd6282b5411XNz29S4EFBY</td>\n",
       "      <td>305852612</td>\n",
       "      <td>...</td>\n",
       "      <td>1682674188000</td>\n",
       "      <td>218076353edeba291XF52d-0EFQ~</td>\n",
       "      <td>广州半糖加冰网络</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/app/mobile/n...</td>\n",
       "      <td></td>\n",
       "      <td>游戏</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>[绩效奖金, 餐补, 员工旅游, 五险一金, 交通补助, 团建聚餐, 定期体检, 带薪年假,...</td>\n",
       "      <td>100002</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>M1tb8zNmUl_MQ-Z1Uks8o83yxy2yvJDHazAZZeouIiG3DC...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/tmp/2...</td>\n",
       "      <td>3</td>\n",
       "      <td>f1b1a6c5ee3e71100nR6096_GVpW</td>\n",
       "      <td>黄女士</td>\n",
       "      <td>人事</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>c9801536fe07177a1XN_3du_F1dS</td>\n",
       "      <td>305852612</td>\n",
       "      <td>...</td>\n",
       "      <td>1685689840000</td>\n",
       "      <td>da61065024c9292e1nR50ti-FQ~~</td>\n",
       "      <td>讯锡科技</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/bar/2019...</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>[五险一金, 定期体检, 带薪年假, 节日福利, 零食下午茶]</td>\n",
       "      <td>100021</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>g8e6TBShixDTu-Y1Un9V0iTji_CQoKQ3T7ZBn1leijQGMP...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>4ab73a509ea45c5a0nF93dS4ElBX</td>\n",
       "      <td>单女士</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>e37cbbb3427ef7d91Xx72tq4FVNU</td>\n",
       "      <td>305852612</td>\n",
       "      <td>...</td>\n",
       "      <td>1682232862000</td>\n",
       "      <td>2809358defb20e041XJy0tm6F1I~</td>\n",
       "      <td>广州涡流科技有限公司</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/icon/894ce6f...</td>\n",
       "      <td>天使轮</td>\n",
       "      <td>游戏</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>[五险一金, 零食下午茶, 企业年金, 有无线网, 团建聚餐]</td>\n",
       "      <td>100002</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>EcyCph2lHh9Pz-x1AG5rEtX__qfJf-h7p5ujE1KkTLzcZ6...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>f50b40f9076d3ddc1nZ42tu8EVpV</td>\n",
       "      <td>黄女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>5ae0bc74c47801a41Xdy09S7EVRT</td>\n",
       "      <td>305852612</td>\n",
       "      <td>...</td>\n",
       "      <td>1685503649000</td>\n",
       "      <td>01bb254b5f7bb5831n1y2Nq5EVI~</td>\n",
       "      <td>乐游方舟</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/w...</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>游戏</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>[年终奖, 定期体检, 节日福利, 员工旅游, 餐补, 五险一金, 带薪年假, 包吃]</td>\n",
       "      <td>100002</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>HmCe-EEB2Sm1s-91G4uvd49q81_q8pkoE9V3ObFioTxvC0...</td>\n",
       "      <td>https://img.bosszhipin.com/boss/avatar/avatar_...</td>\n",
       "      <td>3</td>\n",
       "      <td>0cdca946dffe9cdf0nR_29W6GFZY</td>\n",
       "      <td>麦少美</td>\n",
       "      <td>人事行政专员</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>4c91f19f6277db3a1Xx-29m0FFVS</td>\n",
       "      <td>305852612</td>\n",
       "      <td>...</td>\n",
       "      <td>1683616622000</td>\n",
       "      <td>89c2433a7fd86b241XV93du6F1o~</td>\n",
       "      <td>广州乐创互动娱乐</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/w...</td>\n",
       "      <td>A轮</td>\n",
       "      <td>游戏</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>[生日福利, 带薪年假, 年终奖, 零食下午茶, 团建聚餐, 绩效奖金, 节日福利, 股票期...</td>\n",
       "      <td>100002</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>jP5gYjfk0dmhn-11DGsMF6PhNAhhnzxpn9X48MHTyi_ddQ...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>e6fbab5d333f19020XRy3di6EFU~</td>\n",
       "      <td>贺女士</td>\n",
       "      <td>人事</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>5de943098fa8dc8b1XV72dy-F1FW</td>\n",
       "      <td>305852612</td>\n",
       "      <td>...</td>\n",
       "      <td>1646899516000</td>\n",
       "      <td>3b0578b3214591ce1XR709W_ElA~</td>\n",
       "      <td>雪福科技</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/banner/2...</td>\n",
       "      <td></td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>[]</td>\n",
       "      <td>100021</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2iSI3Rq4xR6ey-c1jnzXS0mQu36reRh-Du3WLwV4nG91xD...</td>\n",
       "      <td>https://img2.bosszhipin.com/mcs/useravatar/201...</td>\n",
       "      <td>3</td>\n",
       "      <td>8f2c37852e1a50140XZy3N69EA~~</td>\n",
       "      <td>陈筱帆</td>\n",
       "      <td>招聘HR</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>0f56ca05996d96151XB_2d6-FVRU</td>\n",
       "      <td>305852612</td>\n",
       "      <td>...</td>\n",
       "      <td>1684742120000</td>\n",
       "      <td>5d627415a46b4a750nJ9</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/w...</td>\n",
       "      <td>已上市</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>[员工旅游, 五险一金, 补充医疗保险, 节日福利, 年终奖, 股票期权, 餐补, 免费班车...</td>\n",
       "      <td>100020</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2rHtvkOfVO6tg-B1Lf2sCbOaacJ9d0E1SIWffiVHZKcfRE...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>1838531e3a1c3b960nV-3dW6FVY~</td>\n",
       "      <td>李女士</td>\n",
       "      <td>高级人事行政专员</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>688bcb5080d92ac61XR-2d66FFtQ</td>\n",
       "      <td>305852612</td>\n",
       "      <td>...</td>\n",
       "      <td>1681972591000</td>\n",
       "      <td>a5e466114ab4413a1nB63Nw~</td>\n",
       "      <td>网龙</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/banner/6...</td>\n",
       "      <td>已上市</td>\n",
       "      <td>移动互联网</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>[节日福利, 免费班车, 加班补助, 定期体检, 带薪年假, 五险一金, 年终奖, 零食下午茶]</td>\n",
       "      <td>100019</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>LjadURXY9jKoy-X1lMGxIb5oSK2B8wrt259qc4FSksLR-j...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>36f694c0d8336c550nF43ti6GVRU</td>\n",
       "      <td>尹心怡</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>390c018a15643f461XN-2tq4FldX</td>\n",
       "      <td>305852612</td>\n",
       "      <td>...</td>\n",
       "      <td>1684541927000</td>\n",
       "      <td>1f9c13f93a2492291XRz39S1</td>\n",
       "      <td>某500强上市公司</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/app/mobile/n...</td>\n",
       "      <td>已上市</td>\n",
       "      <td>游戏</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>[定期体检, 带薪年假, 五险一金, 包吃, 补充医疗保险, 节日福利, 交通补助, 员工旅...</td>\n",
       "      <td>100002</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Ls88ZqQKsV7Qm-U1dTwTwhW2OhulJ3wAQ2gSf2lrTLWXOF...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>a72b54edc2a101580nV539q-FFpX</td>\n",
       "      <td>杨女士</td>\n",
       "      <td>人事部HR</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>30aa0037ec4f400e1Xx50t-1GVpX</td>\n",
       "      <td>305852612</td>\n",
       "      <td>...</td>\n",
       "      <td>1683597655000</td>\n",
       "      <td>d48376f4c92e5b481nV829m4EA~~</td>\n",
       "      <td>火树游戏</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n",
       "      <td>未融资</td>\n",
       "      <td>游戏</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>[员工旅游, 包吃, 节日福利, 补充医疗保险, 年终奖, 五险一金, 带薪年假, 全勤奖,...</td>\n",
       "      <td>100002</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>rxO4gGXvLXcmX-n1GOHoaEcHuYLLn2_-joXgwNqGX1slGI...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>8aa835e43dafb0901nR73N20FVZW</td>\n",
       "      <td>邓女士</td>\n",
       "      <td>人事主管</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>3259b0863e9e62621Xx-29--FFVS</td>\n",
       "      <td>305852612</td>\n",
       "      <td>...</td>\n",
       "      <td>1683771086000</td>\n",
       "      <td>80979330493f08300XJ83g~~</td>\n",
       "      <td>Symbio</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>[节日福利, 补充商业保险, 零食下午茶, 带薪年假, 有无线网, 员工旅游, 补充医疗保险...</td>\n",
       "      <td>100021</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>iQer5pwvGxn3W-819gZLPpRGZjCs_39k9KeWzqRnQYo_o4...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/useravat...</td>\n",
       "      <td>3</td>\n",
       "      <td>6f0c61a7c901ee5e1nZ80tS7GVM~</td>\n",
       "      <td>伍女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>dcf27497ef25946b1nx72dq1EFNX</td>\n",
       "      <td>305852612</td>\n",
       "      <td>...</td>\n",
       "      <td>1684484139000</td>\n",
       "      <td>0ef78579e8cc58cb1nZ60tS0EVc~</td>\n",
       "      <td>万界网络</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n",
       "      <td>未融资</td>\n",
       "      <td>游戏</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>[带薪年假, 定期体检, 全勤奖, 五险一金, 员工旅游, 零食下午茶, 包吃, 节日福利,...</td>\n",
       "      <td>100002</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>WowW8e087h8xY-S1hfN_DnRxggx8lOizVR0q_7QCXeFcyU...</td>\n",
       "      <td>https://img.bosszhipin.com/boss/avatar/avatar_...</td>\n",
       "      <td>3</td>\n",
       "      <td>8107d939fd4357f60nB_2d-0GFFW</td>\n",
       "      <td>李女士</td>\n",
       "      <td>人事行政</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>ead8cebba329778d1Xxy2di9GFJY</td>\n",
       "      <td>305852612</td>\n",
       "      <td>...</td>\n",
       "      <td>1685417926000</td>\n",
       "      <td>2ed4cd2860ef86921XJ42d26FVA~</td>\n",
       "      <td>广州小柠檬信息科技</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/w...</td>\n",
       "      <td>未融资</td>\n",
       "      <td>游戏</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>[餐补, 生日福利, 节日福利, 有无线网, 全勤奖, 五险一金, 交通补助, 团建聚餐, ...</td>\n",
       "      <td>100002</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>30 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           securityId  \\\n",
       "0   lklrFS0i7QyVt-x1OEUkkIkU4pGXwC2q8w6zIpy87EMFnu...   \n",
       "1   8CUxvkrg5dbz_-e1k3LcaqFOoNvYakeNq-7-yN8a2dLbD_...   \n",
       "2   5ICNWMeIDXC5w-l1YOlM2yA4toLCjiVa6JFYgl3icE8yAR...   \n",
       "3   8MnGy9noD01Lk-x1Y3dms3r6Hks7Y3qWIDp7zSPtrf96qJ...   \n",
       "4   Yvt5kLjDrFIyl-J1KfDfK7S05cgrfYtPNoTS2RbEQ8-IB2...   \n",
       "5   GcWt9l_vCbYYF-O19c9Bl2LiuZajqam7iPa0j0HuTQX1dK...   \n",
       "6   ZynIHo8Nr5pR_-y19mHlRYL2nV-I8kYN_YdinO9cAjlx8Y...   \n",
       "7   cRs3m3YxIR3CC-A1RwKhf4cedgp25XM84lPEzrAYf9Arnu...   \n",
       "8   uLTEsPWhZZtjZ-B1-JxAcHyTwZexzoZ8Wgcv3w1cH6cFsI...   \n",
       "9   2qwtYMs8YcgZ6-T1tkKixvq-2qAs4okXZ8cfDgtxAWxbTe...   \n",
       "10  V8IdC7JFiLdKE-e1dZqFIi-Tp-ei_NgOY1DaHSPKl0YBY4...   \n",
       "11  JHYWIuafwyq1j-m1YND7H5p1PwAE1cvfdRDrqNrTUd-4d-...   \n",
       "12  U5bStYXy0zYIT-01WN79A8cUhzxRe7cCCXwhtZ-QQOnmdR...   \n",
       "13  MUSoO1b3Yvob0-q1jpb_bSKYmvcD-4czU4Mq59qe-UAbu1...   \n",
       "14  svcRLmZUbcymD--17bR0-Jb1xWOJWROZd91S4axFI2W2XN...   \n",
       "15  fJzQJHgl2eZpK-S1lG2QquMEaBkk9hIlJoRvq5oRAXz682...   \n",
       "16  NX-0AOb7n6hDz-P1PagDZrOsrDghkgiBodaJuv08hqqa0i...   \n",
       "17  bhRHrY1I5mtII-G1J2XQX7qIBiG3vVMx6_9KE2VsQalABz...   \n",
       "18  M1tb8zNmUl_MQ-Z1Uks8o83yxy2yvJDHazAZZeouIiG3DC...   \n",
       "19  g8e6TBShixDTu-Y1Un9V0iTji_CQoKQ3T7ZBn1leijQGMP...   \n",
       "20  EcyCph2lHh9Pz-x1AG5rEtX__qfJf-h7p5ujE1KkTLzcZ6...   \n",
       "21  HmCe-EEB2Sm1s-91G4uvd49q81_q8pkoE9V3ObFioTxvC0...   \n",
       "22  jP5gYjfk0dmhn-11DGsMF6PhNAhhnzxpn9X48MHTyi_ddQ...   \n",
       "23  2iSI3Rq4xR6ey-c1jnzXS0mQu36reRh-Du3WLwV4nG91xD...   \n",
       "24  2rHtvkOfVO6tg-B1Lf2sCbOaacJ9d0E1SIWffiVHZKcfRE...   \n",
       "25  LjadURXY9jKoy-X1lMGxIb5oSK2B8wrt259qc4FSksLR-j...   \n",
       "26  Ls88ZqQKsV7Qm-U1dTwTwhW2OhulJ3wAQ2gSf2lrTLWXOF...   \n",
       "27  rxO4gGXvLXcmX-n1GOHoaEcHuYLLn2_-joXgwNqGX1slGI...   \n",
       "28  iQer5pwvGxn3W-819gZLPpRGZjCs_39k9KeWzqRnQYo_o4...   \n",
       "29  WowW8e087h8xY-S1hfN_DnRxggx8lOizVR0q_7QCXeFcyU...   \n",
       "\n",
       "                                           bossAvatar  bossCert  \\\n",
       "0   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "1   https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       "2   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "3   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "4   https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       "5   https://img.bosszhipin.com/beijin/upload/tmp/2...         3   \n",
       "6   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "7   https://img.bosszhipin.com/beijin/upload/tmp/2...         3   \n",
       "8   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "9   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "10  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       "11  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       "12  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       "13  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "14  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "15  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       "16  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       "17  https://img.bosszhipin.com/beijin/upload/tmp/2...         3   \n",
       "18  https://img.bosszhipin.com/beijin/upload/tmp/2...         3   \n",
       "19  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "20  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "21  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       "22  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "23  https://img2.bosszhipin.com/mcs/useravatar/201...         3   \n",
       "24  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "25  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "26  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "27  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "28  https://img.bosszhipin.com/beijin/mcs/useravat...         3   \n",
       "29  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       "\n",
       "                   encryptBossId bossName bossTitle  goldHunter  bossOnline  \\\n",
       "0   6e3fac06cabf856b0nx_3NW9GFBX      邵女士     用户研究员           0       False   \n",
       "1   76d77a74159c1a7c1nRz09q4FlJQ      杨女士        hr           0       False   \n",
       "2   08798bdadddccd280HF52tu0EFM~      付女士        HR           0       False   \n",
       "3   eb2b760de3c0a6320XV93di4EA~~      吴女士      招聘经理           0       False   \n",
       "4   8af2fc3312423a600nd43d61EFtW      黄女士      HRBP           0       False   \n",
       "5   d66226b0fb09c5d30nZ909--FFdW      郑美玲      招聘顾问           0       False   \n",
       "6   6c3d463e383126320HZy29W5GVs~      唐研研        招聘           0       False   \n",
       "7   6acc31dbceb02f3f0XB92di1FA~~      钟女士        HR           0       False   \n",
       "8   1c3e33e2aab05f5433d93Nm1EFc~      李女士        HR           0       False   \n",
       "9   540cfab4e611e6b40nF709u0F1BY      龙女士      猎头顾问           1       False   \n",
       "10  7534ceeaa584a52c1XJ50tS1F1A~      李女士        HR           0       False   \n",
       "11      fd30d05f71bd33310HVz390~      王先生     工作室总监           0       False   \n",
       "12  bf9a4891b8ef99680nF52N69GVdY      杜女士        HR           0       False   \n",
       "13  a18c8589790f84561HB-3dy-FVY~      廖女士        HR           0       False   \n",
       "14  7a4ea8b7aa752d650nB_3tq6GFBU      赖女士    人事专员HR           0       False   \n",
       "15  632c9a39ac5481b30nJ92d-5ElFU      杨强强      猎头顾问           1        True   \n",
       "16  5d0e1dbd3bbeb9563nZ92N66FVM~      陈女士        Hr           0       False   \n",
       "17  7eac6ce3ff4992221XJ_2du9FFs~      马慈璇      招聘主管           0       False   \n",
       "18  f1b1a6c5ee3e71100nR6096_GVpW      黄女士        人事           0        True   \n",
       "19  4ab73a509ea45c5a0nF93dS4ElBX      单女士    人力资源经理           0       False   \n",
       "20  f50b40f9076d3ddc1nZ42tu8EVpV      黄女士        HR           0       False   \n",
       "21  0cdca946dffe9cdf0nR_29W6GFZY      麦少美    人事行政专员           0       False   \n",
       "22  e6fbab5d333f19020XRy3di6EFU~      贺女士        人事           0       False   \n",
       "23  8f2c37852e1a50140XZy3N69EA~~      陈筱帆      招聘HR           0       False   \n",
       "24  1838531e3a1c3b960nV-3dW6FVY~      李女士  高级人事行政专员           0        True   \n",
       "25  36f694c0d8336c550nF43ti6GVRU      尹心怡      猎头顾问           1        True   \n",
       "26  a72b54edc2a101580nV539q-FFpX      杨女士     人事部HR           0       False   \n",
       "27  8aa835e43dafb0901nR73N20FVZW      邓女士      人事主管           0       False   \n",
       "28  6f0c61a7c901ee5e1nZ80tS7GVM~      伍女士        HR           0       False   \n",
       "29  8107d939fd4357f60nB_2d-0GFFW      李女士      人事行政           0       False   \n",
       "\n",
       "                    encryptJobId   expectId  ... lastModifyTime  \\\n",
       "0   6b40e92f91219c731Xx_2dW6FltV  305852612  ...  1684985908000   \n",
       "1   02c3285a8cb6ce571XJ_39W7GVNW  305852612  ...  1681087232000   \n",
       "2   97e581a524ca1cdb1nN70tW8EFBS  305852612  ...  1684907861000   \n",
       "3   afe5e52e5f4d26431XN82dW1FFVT  305852612  ...  1684146466000   \n",
       "4   6305122fa5bdfa4c1nJ_09W8E1JV  305852612  ...  1673599851000   \n",
       "5   8d996659bbf74d451XN739u6FFNQ  305852612  ...  1683419143000   \n",
       "6   f713e6e3c7c833bf1Xx73967EFZW  305852612  ...  1683622267000   \n",
       "7   4fdd695ba0c9cfd51XN62dS9FFBY  305852612  ...  1682986041000   \n",
       "8   f23ec12c4a3417181Xx50t-7F1RX  305852612  ...  1685691940000   \n",
       "9   fb03aef50cc0f0421XNz39-7GVNW  305852612  ...  1681697103000   \n",
       "10  4e49403517bb04e21XBz3929FlQ~  305852612  ...  1683509102000   \n",
       "11  f4b8a70fd3bebaa91nJ_09i8E1JV  305852612  ...  1680761615000   \n",
       "12  63321ba1408035a21Xx72t--FlFY  305852612  ...  1684381635000   \n",
       "13  a74dffee4e7c95f71Xx93NS8FFBX  305852612  ...  1685515161000   \n",
       "14  0c04de2f2420f4261XJ93dm8E1NS  305852612  ...  1682491917000   \n",
       "15  45aed0867a6410821Xx_2d26F1dT  305852612  ...  1684135735000   \n",
       "16  88cdd60cb74dcb961XV43t61FFRQ  305852612  ...  1680752563000   \n",
       "17  4532a2bd6282b5411XNz29S4EFBY  305852612  ...  1682674188000   \n",
       "18  c9801536fe07177a1XN_3du_F1dS  305852612  ...  1685689840000   \n",
       "19  e37cbbb3427ef7d91Xx72tq4FVNU  305852612  ...  1682232862000   \n",
       "20  5ae0bc74c47801a41Xdy09S7EVRT  305852612  ...  1685503649000   \n",
       "21  4c91f19f6277db3a1Xx-29m0FFVS  305852612  ...  1683616622000   \n",
       "22  5de943098fa8dc8b1XV72dy-F1FW  305852612  ...  1646899516000   \n",
       "23  0f56ca05996d96151XB_2d6-FVRU  305852612  ...  1684742120000   \n",
       "24  688bcb5080d92ac61XR-2d66FFtQ  305852612  ...  1681972591000   \n",
       "25  390c018a15643f461XN-2tq4FldX  305852612  ...  1684541927000   \n",
       "26  30aa0037ec4f400e1Xx50t-1GVpX  305852612  ...  1683597655000   \n",
       "27  3259b0863e9e62621Xx-29--FFVS  305852612  ...  1683771086000   \n",
       "28  dcf27497ef25946b1nx72dq1EFNX  305852612  ...  1684484139000   \n",
       "29  ead8cebba329778d1Xxy2di9GFJY  305852612  ...  1685417926000   \n",
       "\n",
       "                  encryptBrandId     brandName  \\\n",
       "0       1f9c13f93a2492291XRz39S1          网易游戏   \n",
       "1   ff028cbe00cc932c33B-29u8Fg~~        拉阔网络科技   \n",
       "2   f128ced1ef4536b40Xd40tW_FA~~          海南华多   \n",
       "3   718cdf47d2244f491nV_396_EQ~~            汉堂   \n",
       "4       0aed2b8296e46d411HB509U~          多益网络   \n",
       "5   62518f9a3d79dd931XV_09y4FFo~      上海瑞应人才科技   \n",
       "6   4ae082dd065a41c41XRy09q6FlA~    广州一点灵犀信息技术   \n",
       "7       ad4e8ee3f828fbfe1nx53Nq6          广州乐牛   \n",
       "8       95b4b47ef9141c671nd52ty_            法本   \n",
       "9       5ed758a30c309d920Hd939q7  某大型互联网上市集团公司   \n",
       "10      587b3ce915cbe51d1nxz39i8        广州4399   \n",
       "11  f02596252a4d945e1nZy29m5FVs~        宙合信息科技   \n",
       "12  c86480ef8fd79f181XZ62N-9EFU~      广州拓启网络科技   \n",
       "13  7d3f339bf76fe2c30HB63tu4EA~~          深蓝互动   \n",
       "14  a924a4d41d93634b1nJ73tW8EFI~          明昼科技   \n",
       "15      70afe16856848d571nB53N65  某大型互联网金融上市公司   \n",
       "16      10caf7b6daea25821nB70tW9          广州速游   \n",
       "17  218076353edeba291XF52d-0EFQ~      广州半糖加冰网络   \n",
       "18  da61065024c9292e1nR50ti-FQ~~          讯锡科技   \n",
       "19  2809358defb20e041XJy0tm6F1I~    广州涡流科技有限公司   \n",
       "20  01bb254b5f7bb5831n1y2Nq5EVI~          乐游方舟   \n",
       "21  89c2433a7fd86b241XV93du6F1o~      广州乐创互动娱乐   \n",
       "22  3b0578b3214591ce1XR709W_ElA~          雪福科技   \n",
       "23          5d627415a46b4a750nJ9        阿里巴巴集团   \n",
       "24      a5e466114ab4413a1nB63Nw~            网龙   \n",
       "25      1f9c13f93a2492291XRz39S1     某500强上市公司   \n",
       "26  d48376f4c92e5b481nV829m4EA~~          火树游戏   \n",
       "27      80979330493f08300XJ83g~~        Symbio   \n",
       "28  0ef78579e8cc58cb1nZ60tS0EVc~          万界网络   \n",
       "29  2ed4cd2860ef86921XJ42d26FVA~     广州小柠檬信息科技   \n",
       "\n",
       "                                            brandLogo  brandStageName  \\\n",
       "0   https://img.bosszhipin.com/beijin/logo/4df703a...             已上市   \n",
       "1   https://img.bosszhipin.com/beijin/mcs/chatphot...             未融资   \n",
       "2   https://img.bosszhipin.com/beijin/upload/com/l...           不需要融资   \n",
       "3   https://img.bosszhipin.com/beijin/mcs/chatphot...           不需要融资   \n",
       "4   https://img.bosszhipin.com/beijin/mcs/banner/6...           不需要融资   \n",
       "5   https://img.bosszhipin.com/beijin/icon/894ce6f...                   \n",
       "6   https://img.bosszhipin.com/beijin/upload/com/w...             未融资   \n",
       "7   https://img.bosszhipin.com/beijin/upload/com/w...           不需要融资   \n",
       "8   https://img.bosszhipin.com/beijin/mcs/banner/3...             已上市   \n",
       "9   https://img.bosszhipin.com/beijin/app/mobile/n...             已上市   \n",
       "10  https://img.bosszhipin.com/beijin/mcs/chatphot...             未融资   \n",
       "11  https://img.bosszhipin.com/beijin/mcs/chatphot...             天使轮   \n",
       "12  https://img.bosszhipin.com/beijin/upload/com/l...             未融资   \n",
       "13  https://img.bosszhipin.com/beijin/upload/com/w...           不需要融资   \n",
       "14  https://img.bosszhipin.com/beijin/upload/com/w...             天使轮   \n",
       "15  https://img.bosszhipin.com/beijin/app/mobile/n...             已上市   \n",
       "16  https://img.bosszhipin.com/beijin/mcs/chatphot...           不需要融资   \n",
       "17  https://img.bosszhipin.com/beijin/app/mobile/n...                   \n",
       "18  https://img.bosszhipin.com/beijin/mcs/bar/2019...           不需要融资   \n",
       "19  https://img.bosszhipin.com/beijin/icon/894ce6f...             天使轮   \n",
       "20  https://img.bosszhipin.com/beijin/upload/com/w...           不需要融资   \n",
       "21  https://img.bosszhipin.com/beijin/upload/com/w...              A轮   \n",
       "22  https://img.bosszhipin.com/beijin/mcs/banner/2...                   \n",
       "23  https://img.bosszhipin.com/beijin/upload/com/w...             已上市   \n",
       "24  https://img.bosszhipin.com/beijin/mcs/banner/6...             已上市   \n",
       "25  https://img.bosszhipin.com/beijin/app/mobile/n...             已上市   \n",
       "26  https://img.bosszhipin.com/beijin/mcs/chatphot...             未融资   \n",
       "27  https://img.bosszhipin.com/beijin/mcs/chatphot...           不需要融资   \n",
       "28  https://img.bosszhipin.com/beijin/mcs/chatphot...             未融资   \n",
       "29  https://img.bosszhipin.com/beijin/upload/com/w...             未融资   \n",
       "\n",
       "   brandIndustry brandScaleName  \\\n",
       "0             游戏       10000人以上   \n",
       "1             游戏         20-99人   \n",
       "2             游戏         20-99人   \n",
       "3           企业服务       500-999人   \n",
       "4            互联网     1000-9999人   \n",
       "5          计算机软件       500-999人   \n",
       "6             游戏     1000-9999人   \n",
       "7             游戏       500-999人   \n",
       "8          计算机软件       10000人以上   \n",
       "9          移动互联网       10000人以上   \n",
       "10            游戏     1000-9999人   \n",
       "11            游戏         20-99人   \n",
       "12            游戏         20-99人   \n",
       "13            游戏       100-499人   \n",
       "14            游戏       100-499人   \n",
       "15         互联网金融       100-499人   \n",
       "16            游戏       100-499人   \n",
       "17            游戏         20-99人   \n",
       "18         计算机软件     1000-9999人   \n",
       "19            游戏          0-20人   \n",
       "20            游戏       500-999人   \n",
       "21            游戏         20-99人   \n",
       "22         计算机软件         20-99人   \n",
       "23           互联网       10000人以上   \n",
       "24         移动互联网     1000-9999人   \n",
       "25            游戏       10000人以上   \n",
       "26            游戏       100-499人   \n",
       "27         计算机软件     1000-9999人   \n",
       "28            游戏       100-499人   \n",
       "29            游戏         20-99人   \n",
       "\n",
       "                                          welfareList industry contact  \n",
       "0   [交通补助, 带薪年假, 五险一金, 员工旅游, 定期体检, 补充医疗保险, 餐补, 包吃,...   100002   False  \n",
       "1                                        [五险一金, 带薪年假]   100002   False  \n",
       "2   [五险一金, 全勤奖, 包吃, 周末双休, 带薪年假, 年终奖, 节日福利, 定期体检, 零...   100002   False  \n",
       "3      [餐补, 五险一金, 零食下午茶, 员工旅游, 免费班车, 年终奖, 带薪年假, 节日福利]   100015   False  \n",
       "4                                                  []   100020   False  \n",
       "5                                                  []   100021   False  \n",
       "6   [员工旅游, 保底工资, 生日福利, 年终奖, 餐补, 节日福利, 股票期权, 团建聚餐, ...   100002   False  \n",
       "7   [五险一金, 定期体检, 节日福利, 零食下午茶, 全勤奖, 交通补助, 员工旅游, 包吃,...   100002   False  \n",
       "8   [年终奖, 全勤奖, 零食下午茶, 节日福利, 带薪年假, 五险一金, 加班补助, 定期体检...   100021   False  \n",
       "9   [年终奖, 餐补, 定期体检, 五险一金, 带薪年假, 包吃, 补充医疗保险, 员工旅游, ...   100019   False  \n",
       "10  [餐补, 补充医疗保险, 节日福利, 定期体检, 包吃, 五险一金, 带薪年假, 全勤奖, ...   100002   False  \n",
       "11                    [员工旅游, 带薪年假, 零食下午茶, 节日福利, 五险一金]   100002   False  \n",
       "12    [员工旅游, 五险一金, 年终奖, 节日福利, 团建聚餐, 全勤奖, 零食下午茶, 带薪年假]   100002   False  \n",
       "13  [员工旅游, 定期体检, 股票期权, 五险一金, 交通补助, 带薪年假, 节日福利, 年终奖...   100002   False  \n",
       "14     [团建聚餐, 定期体检, 年终奖, 零食下午茶, 节日福利, 五险一金, 股票期权, 包吃]   100002   False  \n",
       "15                                                 []   100206   False  \n",
       "16  [项目分红, 节日福利, 员工旅游, 零食下午茶, 定期体检, 全勤奖, 带薪病假, 免费班...   100002   False  \n",
       "17  [绩效奖金, 餐补, 员工旅游, 五险一金, 交通补助, 团建聚餐, 定期体检, 带薪年假,...   100002   False  \n",
       "18                    [五险一金, 定期体检, 带薪年假, 节日福利, 零食下午茶]   100021   False  \n",
       "19                    [五险一金, 零食下午茶, 企业年金, 有无线网, 团建聚餐]   100002   False  \n",
       "20        [年终奖, 定期体检, 节日福利, 员工旅游, 餐补, 五险一金, 带薪年假, 包吃]   100002   False  \n",
       "21  [生日福利, 带薪年假, 年终奖, 零食下午茶, 团建聚餐, 绩效奖金, 节日福利, 股票期...   100002   False  \n",
       "22                                                 []   100021   False  \n",
       "23  [员工旅游, 五险一金, 补充医疗保险, 节日福利, 年终奖, 股票期权, 餐补, 免费班车...   100020   False  \n",
       "24   [节日福利, 免费班车, 加班补助, 定期体检, 带薪年假, 五险一金, 年终奖, 零食下午茶]   100019   False  \n",
       "25  [定期体检, 带薪年假, 五险一金, 包吃, 补充医疗保险, 节日福利, 交通补助, 员工旅...   100002   False  \n",
       "26  [员工旅游, 包吃, 节日福利, 补充医疗保险, 年终奖, 五险一金, 带薪年假, 全勤奖,...   100002   False  \n",
       "27  [节日福利, 补充商业保险, 零食下午茶, 带薪年假, 有无线网, 员工旅游, 补充医疗保险...   100021   False  \n",
       "28  [带薪年假, 定期体检, 全勤奖, 五险一金, 员工旅游, 零食下午茶, 包吃, 节日福利,...   100002   False  \n",
       "29  [餐补, 生日福利, 节日福利, 有无线网, 全勤奖, 五险一金, 交通补助, 团建聚餐, ...   100002   False  \n",
       "\n",
       "[30 rows x 46 columns]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.json_normalize(response_data['zpData']['jobList'])\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "0e9ff35c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>areaDistrict</th>\n",
       "      <th>brandName</th>\n",
       "      <th>brandScaleName</th>\n",
       "      <th>jobName</th>\n",
       "      <th>salaryDesc</th>\n",
       "      <th>skills</th>\n",
       "      <th>welfareList</th>\n",
       "      <th>jobDegree</th>\n",
       "      <th>jobExperience</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>黄埔区</td>\n",
       "      <td>网易游戏</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>游戏测试员</td>\n",
       "      <td>70-150元/时</td>\n",
       "      <td>[手游测试经验, 丰富的游戏经验, 主机游戏测试经验]</td>\n",
       "      <td>[交通补助, 带薪年假, 五险一金, 员工旅游, 定期体检, 补充医疗保险, 餐补, 包吃,...</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>天河区</td>\n",
       "      <td>拉阔网络科技</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>游戏测试工程师（应届生）</td>\n",
       "      <td>4-7K</td>\n",
       "      <td>[mmorpg, 游戏测试]</td>\n",
       "      <td>[五险一金, 带薪年假]</td>\n",
       "      <td>大专</td>\n",
       "      <td>在校/应届</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>海珠区</td>\n",
       "      <td>海南华多</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>游戏测试师</td>\n",
       "      <td>8-13K·13薪</td>\n",
       "      <td>[功能测试, 系统测试, MMORPG游戏, SLG游戏, 游戏, 游戏测试]</td>\n",
       "      <td>[五险一金, 全勤奖, 包吃, 周末双休, 带薪年假, 年终奖, 节日福利, 定期体检, 零...</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>天河区</td>\n",
       "      <td>汉堂</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>游戏测试（学信网+统本）</td>\n",
       "      <td>8-13K·13薪</td>\n",
       "      <td>[丰富的游戏经验, 游戏测试]</td>\n",
       "      <td>[餐补, 五险一金, 零食下午茶, 员工旅游, 免费班车, 年终奖, 带薪年假, 节日福利]</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>黄埔区</td>\n",
       "      <td>多益网络</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>6-8K·15薪</td>\n",
       "      <td>[功能测试, 性能测试, 自动化测试, Linux, Windows]</td>\n",
       "      <td>[]</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>在校/应届</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>海珠区</td>\n",
       "      <td>上海瑞应人才科技</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>游戏测试工程师（可线上面试+双休+包餐）</td>\n",
       "      <td>7-10K</td>\n",
       "      <td>[MySQL, Java, Python, 手游测试经验, 丰富的游戏经验, 计算机相关专业...</td>\n",
       "      <td>[]</td>\n",
       "      <td>大专</td>\n",
       "      <td>1-3年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>海珠区</td>\n",
       "      <td>广州一点灵犀信息技术</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>【2023校招】阿里灵犀-游戏测试开发工程师</td>\n",
       "      <td>20-25K·13薪</td>\n",
       "      <td>[计算机相关专业, 测试工作经验, 软件开发经验, 性能测试, 自动化测试, 功能测试, P...</td>\n",
       "      <td>[员工旅游, 保底工资, 生日福利, 年终奖, 餐补, 节日福利, 股票期权, 团建聚餐, ...</td>\n",
       "      <td>本科</td>\n",
       "      <td>在校/应届</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>海珠区</td>\n",
       "      <td>广州乐牛</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>手游测试工程师</td>\n",
       "      <td>8-13K·13薪</td>\n",
       "      <td>[手游测试经验, 计算机相关专业, 软件测试经验]</td>\n",
       "      <td>[五险一金, 定期体检, 节日福利, 零食下午茶, 全勤奖, 交通补助, 员工旅游, 包吃,...</td>\n",
       "      <td>本科</td>\n",
       "      <td>1-3年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>天河区</td>\n",
       "      <td>法本</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>游戏测试-大话（13薪/餐补800/双休氛围好）</td>\n",
       "      <td>8-12K</td>\n",
       "      <td>[Python, C++, 手游测试经验, 计算机相关专业, 丰富的游戏经验, 大话梦幻玩家...</td>\n",
       "      <td>[年终奖, 全勤奖, 零食下午茶, 节日福利, 带薪年假, 五险一金, 加班补助, 定期体检...</td>\n",
       "      <td>本科</td>\n",
       "      <td>1年以内</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td></td>\n",
       "      <td>某大型互联网上市集团公司</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>游戏测试-mhxy（外派网易-广州）</td>\n",
       "      <td>19-23K·13薪</td>\n",
       "      <td>[计算机相关专业, 手游测试经验, 丰富的游戏经验]</td>\n",
       "      <td>[年终奖, 餐补, 定期体检, 五险一金, 带薪年假, 包吃, 补充医疗保险, 员工旅游, ...</td>\n",
       "      <td>本科</td>\n",
       "      <td>1年以内</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>黄埔区</td>\n",
       "      <td>广州4399</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>13-23K·13薪</td>\n",
       "      <td>[游戏测试, 软件测试, 测试, 功能测试, 黑盒测试, 移动端测试, 手游测试]</td>\n",
       "      <td>[餐补, 补充医疗保险, 节日福利, 定期体检, 包吃, 五险一金, 带薪年假, 全勤奖, ...</td>\n",
       "      <td>大专</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>天河区</td>\n",
       "      <td>宙合信息科技</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>游戏测试工程师(QA)</td>\n",
       "      <td>4-9K·14薪</td>\n",
       "      <td>[功能测试, 性能测试, 自动化测试, 移动端测试, 手游测试, 策略游戏, 卡牌游戏, 角...</td>\n",
       "      <td>[员工旅游, 带薪年假, 零食下午茶, 节日福利, 五险一金]</td>\n",
       "      <td>大专</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>天河区</td>\n",
       "      <td>广州拓启网络科技</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>游戏测试（中级）</td>\n",
       "      <td>8-12K·13薪</td>\n",
       "      <td>[手游测试经验, 丰富的游戏经验, mmorpg游戏]</td>\n",
       "      <td>[员工旅游, 五险一金, 年终奖, 节日福利, 团建聚餐, 全勤奖, 零食下午茶, 带薪年假]</td>\n",
       "      <td>大专</td>\n",
       "      <td>1-3年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>海珠区</td>\n",
       "      <td>深蓝互动</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>11-18K·13薪</td>\n",
       "      <td>[手游测试经验, 软件测试经验, 二次元, 功能测试, 卡牌游戏]</td>\n",
       "      <td>[员工旅游, 定期体检, 股票期权, 五险一金, 交通补助, 带薪年假, 节日福利, 年终奖...</td>\n",
       "      <td>本科</td>\n",
       "      <td>1-3年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>天河区</td>\n",
       "      <td>明昼科技</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>游戏测试（双休 包三餐）</td>\n",
       "      <td>10-13K·13薪</td>\n",
       "      <td>[手游测试经验]</td>\n",
       "      <td>[团建聚餐, 定期体检, 年终奖, 零食下午茶, 节日福利, 五险一金, 股票期权, 包吃]</td>\n",
       "      <td>大专</td>\n",
       "      <td>1-3年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td></td>\n",
       "      <td>某大型互联网金融上市公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>游戏测试</td>\n",
       "      <td>15-30K</td>\n",
       "      <td>[手游测试经验, 丰富的游戏经验]</td>\n",
       "      <td>[]</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>海珠区</td>\n",
       "      <td>广州速游</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>10-15K·13薪</td>\n",
       "      <td>[功能测试, 性能测试, 系统测试, 手游测试, 角色扮演游戏, MMORPG游戏]</td>\n",
       "      <td>[项目分红, 节日福利, 员工旅游, 零食下午茶, 定期体检, 全勤奖, 带薪病假, 免费班...</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>天河区</td>\n",
       "      <td>广州半糖加冰网络</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>11-16K·13薪</td>\n",
       "      <td>[手游测试经验, 丰富的游戏经验, 手游测试]</td>\n",
       "      <td>[绩效奖金, 餐补, 员工旅游, 五险一金, 交通补助, 团建聚餐, 定期体检, 带薪年假,...</td>\n",
       "      <td>大专</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>黄埔区</td>\n",
       "      <td>讯锡科技</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>游戏测试-双休+餐补</td>\n",
       "      <td>7-12K·13薪</td>\n",
       "      <td>[自动化测试, 性能测试, 功能测试, Python, 计算机相关专业]</td>\n",
       "      <td>[五险一金, 定期体检, 带薪年假, 节日福利, 零食下午茶]</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>天河区</td>\n",
       "      <td>广州涡流科技有限公司</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>游戏测试实习生</td>\n",
       "      <td>150-160元/天</td>\n",
       "      <td>[英语、翻译、游戏测试、AI绘画、转正机会]</td>\n",
       "      <td>[五险一金, 零食下午茶, 企业年金, 有无线网, 团建聚餐]</td>\n",
       "      <td>大专</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>天河区</td>\n",
       "      <td>乐游方舟</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>游戏测试实习生</td>\n",
       "      <td>150-200元/天</td>\n",
       "      <td>[excel, 熟悉手机硬件信息, 热爱游戏]</td>\n",
       "      <td>[年终奖, 定期体检, 节日福利, 员工旅游, 餐补, 五险一金, 带薪年假, 包吃]</td>\n",
       "      <td>本科</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>海珠区</td>\n",
       "      <td>广州乐创互动娱乐</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>6-10K</td>\n",
       "      <td>[TypeScript, 自动化测试, JavaScript]</td>\n",
       "      <td>[生日福利, 带薪年假, 年终奖, 零食下午茶, 团建聚餐, 绩效奖金, 节日福利, 股票期...</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>天河区</td>\n",
       "      <td>雪福科技</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>6-11K</td>\n",
       "      <td>[SQL, Linux, SQL Server, APP测试, 功能测试, Selenium...</td>\n",
       "      <td>[]</td>\n",
       "      <td>大专</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>海珠区</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>游戏测试开发工程师</td>\n",
       "      <td>15-30K·13薪</td>\n",
       "      <td>[功能测试, 性能测试, 自动化测试]</td>\n",
       "      <td>[员工旅游, 五险一金, 补充医疗保险, 节日福利, 年终奖, 股票期权, 餐补, 免费班车...</td>\n",
       "      <td>本科</td>\n",
       "      <td>在校/应届</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>天河区</td>\n",
       "      <td>网龙</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>10-15K·13薪</td>\n",
       "      <td>[自动化测试, 功能测试, 游戏测试, SQL]</td>\n",
       "      <td>[节日福利, 免费班车, 加班补助, 定期体检, 带薪年假, 五险一金, 年终奖, 零食下午茶]</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td></td>\n",
       "      <td>某500强上市公司</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>游戏测试</td>\n",
       "      <td>15-25K·13薪</td>\n",
       "      <td>[Python, 计算机相关专业, 手游测试经验, 丰富的游戏经验]</td>\n",
       "      <td>[定期体检, 带薪年假, 五险一金, 包吃, 补充医疗保险, 节日福利, 交通补助, 员工旅...</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>黄埔区</td>\n",
       "      <td>火树游戏</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>游戏测试</td>\n",
       "      <td>6-10K·13薪</td>\n",
       "      <td>[丰富的游戏经验, 手游测试经验, 游戏测试]</td>\n",
       "      <td>[员工旅游, 包吃, 节日福利, 补充医疗保险, 年终奖, 五险一金, 带薪年假, 全勤奖,...</td>\n",
       "      <td>大专</td>\n",
       "      <td>1年以内</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>荔湾区</td>\n",
       "      <td>Symbio</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>黑盒测试（游戏）</td>\n",
       "      <td>8-12K</td>\n",
       "      <td>[丰富的游戏经验]</td>\n",
       "      <td>[节日福利, 补充商业保险, 零食下午茶, 带薪年假, 有无线网, 员工旅游, 补充医疗保险...</td>\n",
       "      <td>本科</td>\n",
       "      <td>1-3年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>天河区</td>\n",
       "      <td>万界网络</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>游戏测试</td>\n",
       "      <td>4-5K</td>\n",
       "      <td>[功能测试, 性能测试, 黑盒测试]</td>\n",
       "      <td>[带薪年假, 定期体检, 全勤奖, 五险一金, 员工旅游, 零食下午茶, 包吃, 节日福利,...</td>\n",
       "      <td>大专</td>\n",
       "      <td>1年以内</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>天河区</td>\n",
       "      <td>广州小柠檬信息科技</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>5-8K·13薪</td>\n",
       "      <td>[计算机相关专业, 丰富的游戏经验, 手游测试经验]</td>\n",
       "      <td>[餐补, 生日福利, 节日福利, 有无线网, 全勤奖, 五险一金, 交通补助, 团建聚餐, ...</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>1年以内</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    index areaDistrict     brandName brandScaleName                   jobName  \\\n",
       "0       0          黄埔区          网易游戏       10000人以上                     游戏测试员   \n",
       "1       1          天河区        拉阔网络科技         20-99人              游戏测试工程师（应届生）   \n",
       "2       2          海珠区          海南华多         20-99人                     游戏测试师   \n",
       "3       3          天河区            汉堂       500-999人              游戏测试（学信网+统本）   \n",
       "4       4          黄埔区          多益网络     1000-9999人                   游戏测试工程师   \n",
       "5       5          海珠区      上海瑞应人才科技       500-999人      游戏测试工程师（可线上面试+双休+包餐）   \n",
       "6       6          海珠区    广州一点灵犀信息技术     1000-9999人    【2023校招】阿里灵犀-游戏测试开发工程师   \n",
       "7       7          海珠区          广州乐牛       500-999人                   手游测试工程师   \n",
       "8       8          天河区            法本       10000人以上  游戏测试-大话（13薪/餐补800/双休氛围好）   \n",
       "9       9               某大型互联网上市集团公司       10000人以上        游戏测试-mhxy（外派网易-广州）   \n",
       "10     10          黄埔区        广州4399     1000-9999人                   游戏测试工程师   \n",
       "11     11          天河区        宙合信息科技         20-99人               游戏测试工程师(QA)   \n",
       "12     12          天河区      广州拓启网络科技         20-99人                  游戏测试（中级）   \n",
       "13     13          海珠区          深蓝互动       100-499人                   游戏测试工程师   \n",
       "14     14          天河区          明昼科技       100-499人              游戏测试（双休 包三餐）   \n",
       "15     15               某大型互联网金融上市公司       100-499人                      游戏测试   \n",
       "16     16          海珠区          广州速游       100-499人                   游戏测试工程师   \n",
       "17     17          天河区      广州半糖加冰网络         20-99人                   游戏测试工程师   \n",
       "18     18          黄埔区          讯锡科技     1000-9999人                游戏测试-双休+餐补   \n",
       "19     19          天河区    广州涡流科技有限公司          0-20人                   游戏测试实习生   \n",
       "20     20          天河区          乐游方舟       500-999人                   游戏测试实习生   \n",
       "21     21          海珠区      广州乐创互动娱乐         20-99人                   游戏测试工程师   \n",
       "22     22          天河区          雪福科技         20-99人                   游戏测试工程师   \n",
       "23     23          海珠区        阿里巴巴集团       10000人以上                 游戏测试开发工程师   \n",
       "24     24          天河区            网龙     1000-9999人                   游戏测试工程师   \n",
       "25     25                  某500强上市公司       10000人以上                      游戏测试   \n",
       "26     26          黄埔区          火树游戏       100-499人                      游戏测试   \n",
       "27     27          荔湾区        Symbio     1000-9999人                  黑盒测试（游戏）   \n",
       "28     28          天河区          万界网络       100-499人                      游戏测试   \n",
       "29     29          天河区     广州小柠檬信息科技         20-99人                   游戏测试工程师   \n",
       "\n",
       "    salaryDesc                                             skills  \\\n",
       "0    70-150元/时                        [手游测试经验, 丰富的游戏经验, 主机游戏测试经验]   \n",
       "1         4-7K                                     [mmorpg, 游戏测试]   \n",
       "2    8-13K·13薪            [功能测试, 系统测试, MMORPG游戏, SLG游戏, 游戏, 游戏测试]   \n",
       "3    8-13K·13薪                                    [丰富的游戏经验, 游戏测试]   \n",
       "4     6-8K·15薪                [功能测试, 性能测试, 自动化测试, Linux, Windows]   \n",
       "5        7-10K  [MySQL, Java, Python, 手游测试经验, 丰富的游戏经验, 计算机相关专业...   \n",
       "6   20-25K·13薪  [计算机相关专业, 测试工作经验, 软件开发经验, 性能测试, 自动化测试, 功能测试, P...   \n",
       "7    8-13K·13薪                          [手游测试经验, 计算机相关专业, 软件测试经验]   \n",
       "8        8-12K  [Python, C++, 手游测试经验, 计算机相关专业, 丰富的游戏经验, 大话梦幻玩家...   \n",
       "9   19-23K·13薪                         [计算机相关专业, 手游测试经验, 丰富的游戏经验]   \n",
       "10  13-23K·13薪          [游戏测试, 软件测试, 测试, 功能测试, 黑盒测试, 移动端测试, 手游测试]   \n",
       "11    4-9K·14薪  [功能测试, 性能测试, 自动化测试, 移动端测试, 手游测试, 策略游戏, 卡牌游戏, 角...   \n",
       "12   8-12K·13薪                        [手游测试经验, 丰富的游戏经验, mmorpg游戏]   \n",
       "13  11-18K·13薪                  [手游测试经验, 软件测试经验, 二次元, 功能测试, 卡牌游戏]   \n",
       "14  10-13K·13薪                                           [手游测试经验]   \n",
       "15      15-30K                                  [手游测试经验, 丰富的游戏经验]   \n",
       "16  10-15K·13薪         [功能测试, 性能测试, 系统测试, 手游测试, 角色扮演游戏, MMORPG游戏]   \n",
       "17  11-16K·13薪                            [手游测试经验, 丰富的游戏经验, 手游测试]   \n",
       "18   7-12K·13薪               [自动化测试, 性能测试, 功能测试, Python, 计算机相关专业]   \n",
       "19  150-160元/天                             [英语、翻译、游戏测试、AI绘画、转正机会]   \n",
       "20  150-200元/天                            [excel, 熟悉手机硬件信息, 热爱游戏]   \n",
       "21       6-10K                    [TypeScript, 自动化测试, JavaScript]   \n",
       "22       6-11K  [SQL, Linux, SQL Server, APP测试, 功能测试, Selenium...   \n",
       "23  15-30K·13薪                                [功能测试, 性能测试, 自动化测试]   \n",
       "24  10-15K·13薪                           [自动化测试, 功能测试, 游戏测试, SQL]   \n",
       "25  15-25K·13薪                 [Python, 计算机相关专业, 手游测试经验, 丰富的游戏经验]   \n",
       "26   6-10K·13薪                            [丰富的游戏经验, 手游测试经验, 游戏测试]   \n",
       "27       8-12K                                          [丰富的游戏经验]   \n",
       "28        4-5K                                 [功能测试, 性能测试, 黑盒测试]   \n",
       "29    5-8K·13薪                         [计算机相关专业, 丰富的游戏经验, 手游测试经验]   \n",
       "\n",
       "                                          welfareList jobDegree jobExperience  \n",
       "0   [交通补助, 带薪年假, 五险一金, 员工旅游, 定期体检, 补充医疗保险, 餐补, 包吃,...      学历不限          经验不限  \n",
       "1                                        [五险一金, 带薪年假]        大专         在校/应届  \n",
       "2   [五险一金, 全勤奖, 包吃, 周末双休, 带薪年假, 年终奖, 节日福利, 定期体检, 零...        本科          经验不限  \n",
       "3      [餐补, 五险一金, 零食下午茶, 员工旅游, 免费班车, 年终奖, 带薪年假, 节日福利]        本科          经验不限  \n",
       "4                                                  []      学历不限         在校/应届  \n",
       "5                                                  []        大专          1-3年  \n",
       "6   [员工旅游, 保底工资, 生日福利, 年终奖, 餐补, 节日福利, 股票期权, 团建聚餐, ...        本科         在校/应届  \n",
       "7   [五险一金, 定期体检, 节日福利, 零食下午茶, 全勤奖, 交通补助, 员工旅游, 包吃,...        本科          1-3年  \n",
       "8   [年终奖, 全勤奖, 零食下午茶, 节日福利, 带薪年假, 五险一金, 加班补助, 定期体检...        本科          1年以内  \n",
       "9   [年终奖, 餐补, 定期体检, 五险一金, 带薪年假, 包吃, 补充医疗保险, 员工旅游, ...        本科          1年以内  \n",
       "10  [餐补, 补充医疗保险, 节日福利, 定期体检, 包吃, 五险一金, 带薪年假, 全勤奖, ...        大专          经验不限  \n",
       "11                    [员工旅游, 带薪年假, 零食下午茶, 节日福利, 五险一金]        大专          经验不限  \n",
       "12    [员工旅游, 五险一金, 年终奖, 节日福利, 团建聚餐, 全勤奖, 零食下午茶, 带薪年假]        大专          1-3年  \n",
       "13  [员工旅游, 定期体检, 股票期权, 五险一金, 交通补助, 带薪年假, 节日福利, 年终奖...        本科          1-3年  \n",
       "14     [团建聚餐, 定期体检, 年终奖, 零食下午茶, 节日福利, 五险一金, 股票期权, 包吃]        大专          1-3年  \n",
       "15                                                 []      学历不限          经验不限  \n",
       "16  [项目分红, 节日福利, 员工旅游, 零食下午茶, 定期体检, 全勤奖, 带薪病假, 免费班...        本科          经验不限  \n",
       "17  [绩效奖金, 餐补, 员工旅游, 五险一金, 交通补助, 团建聚餐, 定期体检, 带薪年假,...        大专          经验不限  \n",
       "18                    [五险一金, 定期体检, 带薪年假, 节日福利, 零食下午茶]        本科          经验不限  \n",
       "19                    [五险一金, 零食下午茶, 企业年金, 有无线网, 团建聚餐]        大专                \n",
       "20        [年终奖, 定期体检, 节日福利, 员工旅游, 餐补, 五险一金, 带薪年假, 包吃]        本科                \n",
       "21  [生日福利, 带薪年假, 年终奖, 零食下午茶, 团建聚餐, 绩效奖金, 节日福利, 股票期...        本科          经验不限  \n",
       "22                                                 []        大专          经验不限  \n",
       "23  [员工旅游, 五险一金, 补充医疗保险, 节日福利, 年终奖, 股票期权, 餐补, 免费班车...        本科         在校/应届  \n",
       "24   [节日福利, 免费班车, 加班补助, 定期体检, 带薪年假, 五险一金, 年终奖, 零食下午茶]        本科          3-5年  \n",
       "25  [定期体检, 带薪年假, 五险一金, 包吃, 补充医疗保险, 节日福利, 交通补助, 员工旅...        本科          经验不限  \n",
       "26  [员工旅游, 包吃, 节日福利, 补充医疗保险, 年终奖, 五险一金, 带薪年假, 全勤奖,...        大专          1年以内  \n",
       "27  [节日福利, 补充商业保险, 零食下午茶, 带薪年假, 有无线网, 员工旅游, 补充医疗保险...        本科          1-3年  \n",
       "28  [带薪年假, 定期体检, 全勤奖, 五险一金, 员工旅游, 零食下午茶, 包吃, 节日福利,...        大专          1年以内  \n",
       "29  [餐补, 生日福利, 节日福利, 有无线网, 全勤奖, 五险一金, 交通补助, 团建聚餐, ...      学历不限          1年以内  "
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_游戏测试_分析 = df[['areaDistrict','brandName','brandScaleName','jobName','salaryDesc','skills','welfareList','jobDegree','jobExperience']].reset_index()\n",
    "df_游戏测试_分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "7589ef02",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'游戏测试工程师'"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "key = payload['query']\n",
    "key"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "1a49b4c1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "df_游戏测试_分析.to_excel(key+\".xlsx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cd001494",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "c9d7a040",
   "metadata": {},
   "source": [
    "## 地区分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "a792bd57",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "天河区    13\n",
       "海珠区     8\n",
       "黄埔区     5\n",
       "        3\n",
       "荔湾区     1\n",
       "Name: areaDistrict, dtype: int64"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_游戏测试_分析['areaDistrict'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "91f9cde8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['天河区', '海珠区', '黄埔区', '', '荔湾区'], dtype='object')"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gz = df_游戏测试_分析['areaDistrict'].value_counts().index\n",
    "gz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "8622ec69",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[8, 5, 3, 1]"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州_岗位个数 = df_游戏测试_分析['areaDistrict'].value_counts().values.tolist()[1:]\n",
    "广州_岗位个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "fd47f9ea",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 可视化：以可视化工具数据形态符合的数据进行输入\n",
    "\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Map()\n",
    "    .add(用户输入的地区, [list(z) for z in zip(gz, 广州_岗位个数)], 用户输入的地区)\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title='Map-'+用户输入的地区+'地图'), visualmap_opts=opts.VisualMapOpts()\n",
    "    )\n",
    "    .render( key+'地区分布'+\".html\")\n",
    ")\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86958468",
   "metadata": {},
   "source": [
    "## 职位分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "66d49b29",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                        游戏测试员\n",
       "1                 游戏测试工程师（应届生）\n",
       "2                        游戏测试师\n",
       "3                 游戏测试（学信网+统本）\n",
       "4                      游戏测试工程师\n",
       "5         游戏测试工程师（可线上面试+双休+包餐）\n",
       "6       【2023校招】阿里灵犀-游戏测试开发工程师\n",
       "7                      手游测试工程师\n",
       "8     游戏测试-大话（13薪/餐补800/双休氛围好）\n",
       "9           游戏测试-mhxy（外派网易-广州）\n",
       "10                     游戏测试工程师\n",
       "11                 游戏测试工程师(QA)\n",
       "12                    游戏测试（中级）\n",
       "13                     游戏测试工程师\n",
       "14                游戏测试（双休 包三餐）\n",
       "15                        游戏测试\n",
       "16                     游戏测试工程师\n",
       "17                     游戏测试工程师\n",
       "18                  游戏测试-双休+餐补\n",
       "19                     游戏测试实习生\n",
       "20                     游戏测试实习生\n",
       "21                     游戏测试工程师\n",
       "22                     游戏测试工程师\n",
       "23                   游戏测试开发工程师\n",
       "24                     游戏测试工程师\n",
       "25                        游戏测试\n",
       "26                        游戏测试\n",
       "27                    黑盒测试（游戏）\n",
       "28                        游戏测试\n",
       "29                     游戏测试工程师\n",
       "Name: jobName, dtype: object"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_游戏测试_分析['jobName']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "3ce6a295",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1       游戏测试工程师\n",
       "3          游戏测试\n",
       "5       游戏测试工程师\n",
       "8       游戏测试-大话\n",
       "9     游戏测试-mhxy\n",
       "12         游戏测试\n",
       "14         游戏测试\n",
       "27         黑盒测试\n",
       "Name: jobName, dtype: object"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 还要合并回去原来的行\n",
    "df_游戏测试_分析['jobName'][   df_游戏测试_分析['jobName'].str.contains('（')   ].str.split('（').apply(lambda x:x[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "65b442dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "游戏测试工程师                   12\n",
       "游戏测试                       7\n",
       "游戏测试实习生                    2\n",
       "游戏测试员                      1\n",
       "游戏测试师                      1\n",
       "【2023校招】阿里灵犀-游戏测试开发工程师     1\n",
       "手游测试工程师                    1\n",
       "游戏测试-大话                    1\n",
       "游戏测试-mhxy                  1\n",
       "游戏测试-双休+餐补                 1\n",
       "游戏测试开发工程师                  1\n",
       "黑盒测试                       1\n",
       "Name: jobName, dtype: int64"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 处理过一些，清洗后的数据\n",
    "df_job_title = df_游戏测试_分析['jobName'].apply(lambda x:x.split('（')[0].split('/')[0].split('(')[0]).value_counts()\n",
    "df_job_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "c8f90732",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['游戏测试工程师',\n",
       " '游戏测试',\n",
       " '游戏测试实习生',\n",
       " '游戏测试员',\n",
       " '游戏测试师',\n",
       " '【2023校招】阿里灵犀-游戏测试开发工程师',\n",
       " '手游测试工程师',\n",
       " '游戏测试-大话',\n",
       " '游戏测试-mhxy',\n",
       " '游戏测试-双休+餐补',\n",
       " '游戏测试开发工程师',\n",
       " '黑盒测试']"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_job_title.index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "14bc82fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[12, 7, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1]"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_job_title.values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "c371d174",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "游戏测试工程师                     9\n",
       "游戏测试                        4\n",
       "游戏测试实习生                     2\n",
       "游戏测试员                       1\n",
       "游戏测试工程师(QA)                 1\n",
       "游戏测试开发工程师                   1\n",
       "游戏测试-双休+餐补                  1\n",
       "游戏测试（双休 包三餐）                1\n",
       "游戏测试（中级）                    1\n",
       "游戏测试-mhxy（外派网易-广州）          1\n",
       "游戏测试工程师（应届生）                1\n",
       "游戏测试-大话（13薪/餐补800/双休氛围好）    1\n",
       "手游测试工程师                     1\n",
       "【2023校招】阿里灵犀-游戏测试开发工程师      1\n",
       "游戏测试工程师（可线上面试+双休+包餐）        1\n",
       "游戏测试（学信网+统本）                1\n",
       "游戏测试师                       1\n",
       "黑盒测试（游戏）                    1\n",
       "Name: jobName, dtype: int64"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 未处理字符串的数据（不太整洁和干净的数据）\n",
    "df_游戏测试_分析['jobName'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "38077850",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('游戏测试', 7),\n",
       " ('游戏测试实习生', 2),\n",
       " ('游戏测试员', 1),\n",
       " ('游戏测试师', 1),\n",
       " ('【2023校招】阿里灵犀-游戏测试开发工程师', 1),\n",
       " ('手游测试工程师', 1),\n",
       " ('游戏测试-大话', 1),\n",
       " ('游戏测试-mhxy', 1),\n",
       " ('游戏测试-双休+餐补', 1),\n",
       " ('游戏测试开发工程师', 1),\n",
       " ('黑盒测试', 1)]"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 列表推导式\n",
    "PM_title_words = [(  df_job_title.index.tolist()[i]   ,   df_job_title.values.tolist()[i]  )    for i in range(1,len(df_job_title.index.tolist())) ]\n",
    "PM_title_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "7e4dc493",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(\"\", PM_title_words, word_size_range=[20, 100], shape=SymbolType.DIAMOND)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"WordCloud-shape-diamond\"))\n",
    "    .render( key +\"职位分布\"+\".html\")\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f230c7ad",
   "metadata": {},
   "source": [
    "## 工作要求"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "51136d08",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                           [手游测试经验, 丰富的游戏经验, 主机游戏测试经验]\n",
       "1                                        [mmorpg, 游戏测试]\n",
       "2               [功能测试, 系统测试, MMORPG游戏, SLG游戏, 游戏, 游戏测试]\n",
       "3                                       [丰富的游戏经验, 游戏测试]\n",
       "4                   [功能测试, 性能测试, 自动化测试, Linux, Windows]\n",
       "5     [MySQL, Java, Python, 手游测试经验, 丰富的游戏经验, 计算机相关专业...\n",
       "6     [计算机相关专业, 测试工作经验, 软件开发经验, 性能测试, 自动化测试, 功能测试, P...\n",
       "7                             [手游测试经验, 计算机相关专业, 软件测试经验]\n",
       "8     [Python, C++, 手游测试经验, 计算机相关专业, 丰富的游戏经验, 大话梦幻玩家...\n",
       "9                            [计算机相关专业, 手游测试经验, 丰富的游戏经验]\n",
       "10            [游戏测试, 软件测试, 测试, 功能测试, 黑盒测试, 移动端测试, 手游测试]\n",
       "11    [功能测试, 性能测试, 自动化测试, 移动端测试, 手游测试, 策略游戏, 卡牌游戏, 角...\n",
       "12                          [手游测试经验, 丰富的游戏经验, mmorpg游戏]\n",
       "13                    [手游测试经验, 软件测试经验, 二次元, 功能测试, 卡牌游戏]\n",
       "14                                             [手游测试经验]\n",
       "15                                    [手游测试经验, 丰富的游戏经验]\n",
       "16           [功能测试, 性能测试, 系统测试, 手游测试, 角色扮演游戏, MMORPG游戏]\n",
       "17                              [手游测试经验, 丰富的游戏经验, 手游测试]\n",
       "18                 [自动化测试, 性能测试, 功能测试, Python, 计算机相关专业]\n",
       "19                               [英语、翻译、游戏测试、AI绘画、转正机会]\n",
       "20                              [excel, 熟悉手机硬件信息, 热爱游戏]\n",
       "21                      [TypeScript, 自动化测试, JavaScript]\n",
       "22    [SQL, Linux, SQL Server, APP测试, 功能测试, Selenium...\n",
       "23                                  [功能测试, 性能测试, 自动化测试]\n",
       "24                             [自动化测试, 功能测试, 游戏测试, SQL]\n",
       "25                   [Python, 计算机相关专业, 手游测试经验, 丰富的游戏经验]\n",
       "26                              [丰富的游戏经验, 手游测试经验, 游戏测试]\n",
       "27                                            [丰富的游戏经验]\n",
       "28                                   [功能测试, 性能测试, 黑盒测试]\n",
       "29                           [计算机相关专业, 丰富的游戏经验, 手游测试经验]\n",
       "Name: skills, dtype: object"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " df_游戏测试_分析['skills']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "48b54ddb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0                           [手游测试经验, 丰富的游戏经验, 主机游戏测试经验]\n",
       " 1                                        [mmorpg, 游戏测试]\n",
       " 2               [功能测试, 系统测试, MMORPG游戏, SLG游戏, 游戏, 游戏测试]\n",
       " 3                                       [丰富的游戏经验, 游戏测试]\n",
       " 4                   [功能测试, 性能测试, 自动化测试, Linux, Windows]\n",
       " 5     [MySQL, Java, Python, 手游测试经验, 丰富的游戏经验, 计算机相关专业...\n",
       " 6     [计算机相关专业, 测试工作经验, 软件开发经验, 性能测试, 自动化测试, 功能测试, P...\n",
       " 7                             [手游测试经验, 计算机相关专业, 软件测试经验]\n",
       " 8     [Python, C++, 手游测试经验, 计算机相关专业, 丰富的游戏经验, 大话梦幻玩家...\n",
       " 9                            [计算机相关专业, 手游测试经验, 丰富的游戏经验]\n",
       " 10            [游戏测试, 软件测试, 测试, 功能测试, 黑盒测试, 移动端测试, 手游测试]\n",
       " 11    [功能测试, 性能测试, 自动化测试, 移动端测试, 手游测试, 策略游戏, 卡牌游戏, 角...\n",
       " 12                          [手游测试经验, 丰富的游戏经验, mmorpg游戏]\n",
       " 13                    [手游测试经验, 软件测试经验, 二次元, 功能测试, 卡牌游戏]\n",
       " 14                                             [手游测试经验]\n",
       " 15                                    [手游测试经验, 丰富的游戏经验]\n",
       " 16           [功能测试, 性能测试, 系统测试, 手游测试, 角色扮演游戏, MMORPG游戏]\n",
       " 17                              [手游测试经验, 丰富的游戏经验, 手游测试]\n",
       " 18                 [自动化测试, 性能测试, 功能测试, Python, 计算机相关专业]\n",
       " 19                               [英语、翻译、游戏测试、AI绘画、转正机会]\n",
       " 20                              [excel, 熟悉手机硬件信息, 热爱游戏]\n",
       " 21                      [TypeScript, 自动化测试, JavaScript]\n",
       " 22    [SQL, Linux, SQL Server, APP测试, 功能测试, Selenium...\n",
       " 23                                  [功能测试, 性能测试, 自动化测试]\n",
       " 24                             [自动化测试, 功能测试, 游戏测试, SQL]\n",
       " 25                   [Python, 计算机相关专业, 手游测试经验, 丰富的游戏经验]\n",
       " 26                              [丰富的游戏经验, 手游测试经验, 游戏测试]\n",
       " 27                                            [丰富的游戏经验]\n",
       " 28                                   [功能测试, 性能测试, 黑盒测试]\n",
       " 29                           [计算机相关专业, 丰富的游戏经验, 手游测试经验]\n",
       " Name: skills, dtype: object]"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "info = []\n",
    "info.append(df_游戏测试_分析['skills'])\n",
    "info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "b6c06231",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([list(['手游测试经验', '丰富的游戏经验', '主机游戏测试经验']), list(['mmorpg', '游戏测试']),\n",
       "       list(['功能测试', '系统测试', 'MMORPG游戏', 'SLG游戏', '游戏', '游戏测试']),\n",
       "       list(['丰富的游戏经验', '游戏测试']),\n",
       "       list(['功能测试', '性能测试', '自动化测试', 'Linux', 'Windows']),\n",
       "       list(['MySQL', 'Java', 'Python', '手游测试经验', '丰富的游戏经验', '计算机相关专业', '动作、养成、二次元']),\n",
       "       list(['计算机相关专业', '测试工作经验', '软件开发经验', '性能测试', '自动化测试', '功能测试', 'Python', 'C++']),\n",
       "       list(['手游测试经验', '计算机相关专业', '软件测试经验']),\n",
       "       list(['Python', 'C++', '手游测试经验', '计算机相关专业', '丰富的游戏经验', '大话梦幻玩家', '有代码产出', '手游游戏测试']),\n",
       "       list(['计算机相关专业', '手游测试经验', '丰富的游戏经验']),\n",
       "       list(['游戏测试', '软件测试', '测试', '功能测试', '黑盒测试', '移动端测试', '手游测试']),\n",
       "       list(['功能测试', '性能测试', '自动化测试', '移动端测试', '手游测试', '策略游戏', '卡牌游戏', '角色扮演游戏']),\n",
       "       list(['手游测试经验', '丰富的游戏经验', 'mmorpg游戏']),\n",
       "       list(['手游测试经验', '软件测试经验', '二次元', '功能测试', '卡牌游戏']),\n",
       "       list(['手游测试经验']), list(['手游测试经验', '丰富的游戏经验']),\n",
       "       list(['功能测试', '性能测试', '系统测试', '手游测试', '角色扮演游戏', 'MMORPG游戏']),\n",
       "       list(['手游测试经验', '丰富的游戏经验', '手游测试']),\n",
       "       list(['自动化测试', '性能测试', '功能测试', 'Python', '计算机相关专业']),\n",
       "       list(['英语、翻译、游戏测试、AI绘画、转正机会']),\n",
       "       list(['excel', '熟悉手机硬件信息', '热爱游戏']),\n",
       "       list(['TypeScript', '自动化测试', 'JavaScript']),\n",
       "       list(['SQL', 'Linux', 'SQL Server', 'APP测试', '功能测试', 'Selenium', '桌面游戏', 'SLG游戏']),\n",
       "       list(['功能测试', '性能测试', '自动化测试']),\n",
       "       list(['自动化测试', '功能测试', '游戏测试', 'SQL']),\n",
       "       list(['Python', '计算机相关专业', '手游测试经验', '丰富的游戏经验']),\n",
       "       list(['丰富的游戏经验', '手游测试经验', '游戏测试']), list(['丰富的游戏经验']),\n",
       "       list(['功能测试', '性能测试', '黑盒测试']),\n",
       "       list(['计算机相关专业', '丰富的游戏经验', '手游测试经验'])], dtype=object)"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PM_labels_list = df_游戏测试_分析['skills'].values\n",
    "PM_labels_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "67657c08",
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "eval() arg 1 must be a string, bytes or code object",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[110], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m labels_list \u001b[38;5;241m=\u001b[39m [j  \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[43mdf_游戏测试_分析\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mskills\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapply\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43;01mlambda\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mx\u001b[49m\u001b[43m:\u001b[49m\u001b[38;5;28;43meval\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mvalues\u001b[38;5;241m.\u001b[39mtolist() \u001b[38;5;28;01mfor\u001b[39;00m j \u001b[38;5;129;01min\u001b[39;00m i]\n\u001b[0;32m      2\u001b[0m labels_list\n",
      "File \u001b[1;32mD:\\Lib\\site-packages\\pandas\\core\\series.py:4771\u001b[0m, in \u001b[0;36mSeries.apply\u001b[1;34m(self, func, convert_dtype, args, **kwargs)\u001b[0m\n\u001b[0;32m   4661\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mapply\u001b[39m(\n\u001b[0;32m   4662\u001b[0m     \u001b[38;5;28mself\u001b[39m,\n\u001b[0;32m   4663\u001b[0m     func: AggFuncType,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   4666\u001b[0m     \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[0;32m   4667\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m DataFrame \u001b[38;5;241m|\u001b[39m Series:\n\u001b[0;32m   4668\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m   4669\u001b[0m \u001b[38;5;124;03m    Invoke function on values of Series.\u001b[39;00m\n\u001b[0;32m   4670\u001b[0m \n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   4769\u001b[0m \u001b[38;5;124;03m    dtype: float64\u001b[39;00m\n\u001b[0;32m   4770\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[1;32m-> 4771\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mSeriesApply\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconvert_dtype\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapply\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32mD:\\Lib\\site-packages\\pandas\\core\\apply.py:1123\u001b[0m, in \u001b[0;36mSeriesApply.apply\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m   1120\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mapply_str()\n\u001b[0;32m   1122\u001b[0m \u001b[38;5;66;03m# self.f is Callable\u001b[39;00m\n\u001b[1;32m-> 1123\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapply_standard\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32mD:\\Lib\\site-packages\\pandas\\core\\apply.py:1174\u001b[0m, in \u001b[0;36mSeriesApply.apply_standard\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m   1172\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m   1173\u001b[0m         values \u001b[38;5;241m=\u001b[39m obj\u001b[38;5;241m.\u001b[39mastype(\u001b[38;5;28mobject\u001b[39m)\u001b[38;5;241m.\u001b[39m_values\n\u001b[1;32m-> 1174\u001b[0m         mapped \u001b[38;5;241m=\u001b[39m \u001b[43mlib\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmap_infer\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m   1175\u001b[0m \u001b[43m            \u001b[49m\u001b[43mvalues\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   1176\u001b[0m \u001b[43m            \u001b[49m\u001b[43mf\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   1177\u001b[0m \u001b[43m            \u001b[49m\u001b[43mconvert\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconvert_dtype\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   1178\u001b[0m \u001b[43m        \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1180\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(mapped) \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(mapped[\u001b[38;5;241m0\u001b[39m], ABCSeries):\n\u001b[0;32m   1181\u001b[0m     \u001b[38;5;66;03m# GH#43986 Need to do list(mapped) in order to get treated as nested\u001b[39;00m\n\u001b[0;32m   1182\u001b[0m     \u001b[38;5;66;03m#  See also GH#25959 regarding EA support\u001b[39;00m\n\u001b[0;32m   1183\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m obj\u001b[38;5;241m.\u001b[39m_constructor_expanddim(\u001b[38;5;28mlist\u001b[39m(mapped), index\u001b[38;5;241m=\u001b[39mobj\u001b[38;5;241m.\u001b[39mindex)\n",
      "File \u001b[1;32mD:\\Lib\\site-packages\\pandas\\_libs\\lib.pyx:2924\u001b[0m, in \u001b[0;36mpandas._libs.lib.map_infer\u001b[1;34m()\u001b[0m\n",
      "Cell \u001b[1;32mIn[110], line 1\u001b[0m, in \u001b[0;36m<lambda>\u001b[1;34m(x)\u001b[0m\n\u001b[1;32m----> 1\u001b[0m labels_list \u001b[38;5;241m=\u001b[39m [j  \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m df_游戏测试_分析[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mskills\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mapply(\u001b[38;5;28;01mlambda\u001b[39;00m x:\u001b[38;5;28;43meval\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m)\u001b[38;5;241m.\u001b[39mvalues\u001b[38;5;241m.\u001b[39mtolist() \u001b[38;5;28;01mfor\u001b[39;00m j \u001b[38;5;129;01min\u001b[39;00m i]\n\u001b[0;32m      2\u001b[0m labels_list\n",
      "\u001b[1;31mTypeError\u001b[0m: eval() arg 1 must be a string, bytes or code object"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "ae5b170c",
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "unhashable type: 'list'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[101], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m PM_labels_words \u001b[38;5;241m=\u001b[39m [ (i,PM_labels_list\u001b[38;5;241m.\u001b[39mcount(i)) \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28;43mset\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mPM_labels_list\u001b[49m\u001b[43m)\u001b[49m]\n\u001b[0;32m      2\u001b[0m PM_labels_words\n",
      "\u001b[1;31mTypeError\u001b[0m: unhashable type: 'list'"
     ]
    }
   ],
   "source": [
    "PM_labels_words = [ (i,PM_labels_list.count(i)) for i in set(PM_labels_list)]\n",
    "PM_labels_words"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f1f3163",
   "metadata": {},
   "source": [
    "## 学历要求\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "b1dc13bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     学历不限\n",
       "1       大专\n",
       "2       本科\n",
       "3       本科\n",
       "4     学历不限\n",
       "5       大专\n",
       "6       本科\n",
       "7       本科\n",
       "8       本科\n",
       "9       本科\n",
       "10      大专\n",
       "11      大专\n",
       "12      大专\n",
       "13      本科\n",
       "14      大专\n",
       "15    学历不限\n",
       "16      本科\n",
       "17      大专\n",
       "18      本科\n",
       "19      大专\n",
       "20      本科\n",
       "21      本科\n",
       "22      大专\n",
       "23      本科\n",
       "24      本科\n",
       "25      本科\n",
       "26      大专\n",
       "27      本科\n",
       "28      大专\n",
       "29    学历不限\n",
       "Name: jobDegree, dtype: object"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = df_游戏测试_分析[\"jobDegree\"]\n",
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "99d5561c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "本科      15\n",
       "大专      11\n",
       "学历不限     4\n",
       "Name: jobDegree, dtype: int64"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "d8779782",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Pie\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Pie()\n",
    "    .add(\"\", [list(z) for z in zip(Faker.choose(), Faker.values())])\n",
    "    .set_colors([\"blue\", \"green\", \"yellow\", \"red\", \"pink\", \"orange\", \"purple\"])\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"Pie-设置颜色\"))\n",
    "    .set_series_opts(label_opts=opts.LabelOpts(formatter=\"{b}: {c}\"))\n",
    "    .render(\"pie_set_color.html\")\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b05005cc",
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://www.zhipin.com/wapi/zpgeek/search/joblist.json?scene=1&query=%E6%B8%B8%E6%88%8F%E6%B5%8B%E8%AF%95%E5%B7%A5%E7%A8%8B%E5%B8%88&city=101280100&experience=&payType=&partTime=&degree=&industry=&scale=&stage=&position=&jobType=&salary=&multiBusinessDistrict=&multiSubway=&page=1&pageSize=30\"\n",
    "payload = {\n",
    "    \"scene\": 1, \n",
    "    \"query\": \"游戏测试工程师\",\n",
    "    \"city\": \"101280600\",\n",
    "    \"experience\": \"\",\n",
    "    \"payType\":\"\",\n",
    "    \"partTime\": \"\",\n",
    "    \"degree\": \"\",\n",
    "    \"industry\": \"\",\n",
    "    \"scale\": \"\",\n",
    "    \"stage\": \"\",\n",
    "    \"position\": \"130111\",\n",
    "    \"jobType\": \"\",\n",
    "    \"salary\": \"\",\n",
    "    \"multiBusinessDistrict\": \"\",\n",
    "    \"multiSubway\": \"\",\n",
    "    \"page\": 1,\n",
    "    \"pageSize\": 30 \n",
    "\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "#     'Cache-Control': 'no-cache',\n",
    "#     'Connection': 'keep-alive',\n",
    "#     'Content-Length': '412',\n",
    "#     'Content-Type': 'application/json;charset=UTF-8;',\n",
    "#     'Host':'we.51job.com',\n",
    "#     'Partner':'sem_pcbaiduyj_59565',\n",
    "#     'Property':'%7B%22partner%22%3A%22sem_pcbaiduyj_59565%22%2C%22webId%22%3A2%2C%22fromdomain%22%3A%2251job_web%22%2C%22frompageUrl%22%3A%22https%3A%2F%2Fwe.51job.com%2Fpc%2Fmy%2Fmyjob%22%2C%22pageUrl%22%3A%22https%3A%2F%2Fwe.51job.com%2Fpc%2Fsearch%22%2C%22identityType%22%3A%22%E5%9C%A8%E6%A0%A1%E7%94%9F%22%2C%22userType%22%3A%22%E8%80%81%E7%94%A8%E6%88%B7%22%2C%22isLogin%22%3A%22%E6%98%AF%22%2C%22accountid%22%3A%22227021599%22%7D',\n",
    "    # Cookie 是用户登录之后的cookie\n",
    "    'Cookie':'lastCity=101280100; wd_guid=f3da15bf-f2ad-4a95-a67b-38e9d12e6c43; historyState=state; _bl_uid=d9ltLgIh004p1dntOtzemstl0hm5; collection_pop_window=1; sid=sem_pz_bdpc_dasou_title; __zp_seo_uuid__=3063e070-f3b6-40a0-b799-c985c94b808f; __g=sem_pz_bdpc_dasou_title; __l=r=https%3A%2F%2Fwww.baidu.com%2Fother.php%3Fsc.0s0000agNEWVCqwHvg77n81oKTe4dpm9cqQQSwG3kU71ade7mIUipYqv64NAWPnEAjKIv-Qo2T_7yiJB-2aYOCcQVHh-lBsxGxc0PsB0kWW8U4bVNQoDPmTYcFMBHSJl6NIg-rbf3GdejcrDlFUmI-8NFuX6plsiNaHTpRDaE3tyL9dER1zHXSYWo1zUG6osXK22D48CWLmNandIvEYyTafeIjnE.7D_NR2Ar5Od663rj6t8AGSPticrtXFBPrM-kt5QxIW94UhmLmry6S9wiGyAp7BEIu80.TLFWgv-b5HDkrfK1ThPGujYknHb0THY0IAYqmhq1Tqpkko60IgP-T-qYXgK-5H00mywxIZ-suHY10ZIEThfqmhq1Tqpkko60ThPv5H00IgF_gv-b5HDdPjf4PHTkrjR0UgNxpyfqnHRzn1mYnHc0UNqGujYknWDkrHRLr0KVIZK_gv-b5HDzrjcv0ZKvgv-b5H00pywW5R9affKspyfqP0KWpyfqrjf0mLFW5HfknWT3%26dt%3D1685786640%26wd%3Dboss%25E7%259B%25B4%25E8%2581%2598%26tpl%3Dtpl_12826_31784_0%26l%3D1544957185%26ai%3D0_60872259_1_1%26us%3DlinkVersion%253D1%2526compPath%253D10036.0-10032.0%2526label%253D%2525E4%2525B8%2525BB%2525E6%2525A0%252587%2525E9%2525A2%252598%2526linkType%253D%2526linkText%253DBOSS%2525E7%25259B%2525B4%2525E8%252581%252598%2525E2%252580%252594%2525E2%252580%252594%2525E6%252589%2525BE%2525E5%2525B7%2525A5%2525E4%2525BD%25259C%2525EF%2525BC%25258C%2525E4%2525B8%25258ABOSS%2525E7%25259B%2525B4%2525E8%252581%252598%2525EF%2525BC%25258C&l=%2Fwww.zhipin.com%2Fguangzhou%2F%3Fsid%3Dsem_pz_bdpc_dasou_title&s=1&g=%2Fwww.zhipin.com%2Fguangzhou%2F%3Fsid%3Dsem_pz_bdpc_dasou_title&s=3&friend_source=0; Hm_lvt_194df3105ad7148dcf2b98a91b5e727a=1684580831,1684723867,1685083442,1685786652; boss_login_mode=wechat; wt2=D3BsCAHlJaHIXfldO8zSy5c_qoNZL-WZt4ldYgN8RPDvs8eoMXxVw5vZXYavxThOlbB9ZuK87CNFYYFgNLvx7Lg~~; wbg=0; Hm_lpvt_194df3105ad7148dcf2b98a91b5e727a=1685786676; __c=1685786651; __a=98138093.1680519042.1685083443.1685786651.32.6.4.4; geek_zp_token=V1RNgjE-X53VxsVtRvxxgfISyy7T3exyU~; __zp_stoken__=e01eeWHI3f1tMEWU5aUZibgJsRFxyUVpeUDoGEFByOx8SKjJJREBsHG0%2FdUdUYTcSLXtWRCE6IG5uYW9nOAs%2FESNnXkl6LRYJAmtJKAEtWxEXHEdoEilJbDFkW2g6IAkMb0JkPyRbUGRROnQ%3D',\n",
    "    'Referer': 'https://www.zhipin.com/web/geek/job/recommend',\n",
    "    'Sec-Ch-Ua': '\"Google Chrome\";v=\"113\", \"Chromium\";v=\"113\", \"Not-A.Brand\";v=\"24\"',\n",
    "    'Sec-Ch-Ua-Mobile': '?0',\n",
    "    'Sec-Ch-Ua-Platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/113.0.0.0 Safari/537.36',\n",
    "    'Token':'NhxvvjzZ5hWyh8GW',\n",
    "    'Traceid':'22765BFF-C4C1-4F44-A932-BBB320E8650D',\n",
    "    'X-Requested-With':'XMLHttpRequest',\n",
    "    'Zp_token':'V1RNgjE-X53VxsVtRvxxkdISqz6z3Wwyg~'\n",
    "\n",
    "\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0a45f8e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.get(url, data=json.dumps(payload), headers=headers)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "87e1bb01",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0412689e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'code': 0,\n",
       " 'message': 'Success',\n",
       " 'zpData': {'resCount': 450,\n",
       "  'filterString': '',\n",
       "  'lid': '1Eu9753XVDL',\n",
       "  'hasMore': True,\n",
       "  'jobList': [{'securityId': 'uh4KSgLlfsn3O-w1L5w-bxqKkwkD-7mShyyHY_vWKsumiS48yfSxIjRt6ugkq1eACINzgQzeLMR21MoZAR2b10yRhUbMV99ZLgvMYz8WlcClC0emoo5lcqr0dcUjyimL0r7tNc_HZ1k~',\n",
       "    'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20230516/607f1f3d68754fd0d57e27a4f24dfc971f574be84ca62335daa21afa7efdef6b3763e15815e2e254_s.jpg',\n",
       "    'bossCert': 3,\n",
       "    'encryptBossId': '6e3fac06cabf856b0nx_3NW9GFBX',\n",
       "    'bossName': '邵女士',\n",
       "    'bossTitle': '用户研究员',\n",
       "    'goldHunter': 0,\n",
       "    'bossOnline': False,\n",
       "    'encryptJobId': '6b40e92f91219c731Xx_2dW6FltV',\n",
       "    'expectId': 305852612,\n",
       "    'jobName': '游戏测试员',\n",
       "    'lid': '1Eu9753XVDL.search.1',\n",
       "    'salaryDesc': '70-150元/时',\n",
       "    'jobLabels': ['经验不限', '学历不限'],\n",
       "    'jobValidStatus': 1,\n",
       "    'iconWord': '',\n",
       "    'skills': ['手游测试经验', '丰富的游戏经验', '主机游戏测试经验'],\n",
       "    'jobExperience': '经验不限',\n",
       "    'daysPerWeekDesc': '',\n",
       "    'leastMonthDesc': '',\n",
       "    'jobDegree': '学历不限',\n",
       "    'cityName': '广州',\n",
       "    'areaDistrict': '黄埔区',\n",
       "    'businessDistrict': '高唐',\n",
       "    'jobType': 6,\n",
       "    'proxyJob': 0,\n",
       "    'proxyType': 0,\n",
       "    'anonymous': 0,\n",
       "    'outland': 0,\n",
       "    'optimal': 0,\n",
       "    'iconFlagList': [],\n",
       "    'itemId': 1,\n",
       "    'city': 101280100,\n",
       "    'isShield': 0,\n",
       "    'atsDirectPost': False,\n",
       "    'gps': None,\n",
       "    'lastModifyTime': 1684985908000,\n",
       "    'encryptBrandId': '1f9c13f93a2492291XRz39S1',\n",
       "    'brandName': '网易游戏',\n",
       "    'brandLogo': 'https://img.bosszhipin.com/beijin/logo/4df703a54b298bcf81a16be0c0b582bfbe1bd4a3bd2a63f070bdbdada9aad826.jpg',\n",
       "    'brandStageName': '已上市',\n",
       "    'brandIndustry': '游戏',\n",
       "    'brandScaleName': '10000人以上',\n",
       "    'welfareList': ['交通补助',\n",
       "     '带薪年假',\n",
       "     '五险一金',\n",
       "     '员工旅游',\n",
       "     '定期体检',\n",
       "     '补充医疗保险',\n",
       "     '餐补',\n",
       "     '包吃',\n",
       "     '股票期权',\n",
       "     '年终奖',\n",
       "     '免费班车',\n",
       "     '节日福利'],\n",
       "    'industry': 100002,\n",
       "    'contact': False},\n",
       "   {'securityId': 'E98adNtAPDUUh-31PJCocoi-5uKO8gAj5Z5iuotJy30Qz3W783ZGWbmVn3hCczAHF4SaiJzPdvx_rVgmT70bmPA7QPCfD2e2SprBWGT13wHFMNP0mvVV0UkQD-30htl6kRqry23oM3bX',\n",
       "    'bossAvatar': 'https://img.bosszhipin.com/boss/avatar/avatar_1.png',\n",
       "    'bossCert': 3,\n",
       "    'encryptBossId': '76d77a74159c1a7c1nRz09q4FlJQ',\n",
       "    'bossName': '杨女士',\n",
       "    'bossTitle': 'hr',\n",
       "    'goldHunter': 0,\n",
       "    'bossOnline': False,\n",
       "    'encryptJobId': '02c3285a8cb6ce571XJ_39W7GVNW',\n",
       "    'expectId': 305852612,\n",
       "    'jobName': '游戏测试工程师（应届生）',\n",
       "    'lid': '1Eu9753XVDL.search.2',\n",
       "    'salaryDesc': '4-7K',\n",
       "    'jobLabels': ['在校/应届', '大专'],\n",
       "    'jobValidStatus': 1,\n",
       "    'iconWord': '',\n",
       "    'skills': ['mmorpg', '游戏测试'],\n",
       "    'jobExperience': '在校/应届',\n",
       "    'daysPerWeekDesc': '',\n",
       "    'leastMonthDesc': '',\n",
       "    'jobDegree': '大专',\n",
       "    'cityName': '广州',\n",
       "    'areaDistrict': '天河区',\n",
       "    'businessDistrict': '广州东站',\n",
       "    'jobType': 5,\n",
       "    'proxyJob': 0,\n",
       "    'proxyType': 0,\n",
       "    'anonymous': 0,\n",
       "    'outland': 0,\n",
       "    'optimal': 0,\n",
       "    'iconFlagList': [],\n",
       "    'itemId': 2,\n",
       "    'city': 101280100,\n",
       "    'isShield': 0,\n",
       "    'atsDirectPost': False,\n",
       "    'gps': None,\n",
       "    'lastModifyTime': 1681087232000,\n",
       "    'encryptBrandId': 'ff028cbe00cc932c33B-29u8Fg~~',\n",
       "    'brandName': '拉阔网络科技',\n",
       "    'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/chatphoto/20200522/95481ef9d5e4a63768149cc3e3803efe343bb4b079256920fe4e097f3b6db225_s.jpg',\n",
       "    'brandStageName': '未融资',\n",
       "    'brandIndustry': '游戏',\n",
       "    'brandScaleName': '20-99人',\n",
       "    'welfareList': ['五险一金', '带薪年假'],\n",
       "    'industry': 100002,\n",
       "    'contact': False},\n",
       "   {'securityId': 'H7_Sq3WUHrhpw-61HohxwDfUiNhtIpP-FNVV4A5bXX4PLo11pCBYnOY_rm3sBDQXBE3AZ28SCnA_Ez8xXUoVdItm-HeLDdx8kAAfiVn3TliFUCRtzlWoYMSWOlin6p32bobQE_Kdm8U~',\n",
       "    'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20211011/607f1f3d68754fd04eaa779ba7e7e7e81727f78f1de2eb20ef553e83d707590b17e2b11440b53463_s.jpg',\n",
       "    'bossCert': 3,\n",
       "    'encryptBossId': '08798bdadddccd280HF52tu0EFM~',\n",
       "    'bossName': '付女士',\n",
       "    'bossTitle': 'HR',\n",
       "    'goldHunter': 0,\n",
       "    'bossOnline': False,\n",
       "    'encryptJobId': '97e581a524ca1cdb1nN70tW8EFBS',\n",
       "    'expectId': 305852612,\n",
       "    'jobName': '游戏测试师',\n",
       "    'lid': '1Eu9753XVDL.search.3',\n",
       "    'salaryDesc': '8-13K·13薪',\n",
       "    'jobLabels': ['经验不限', '本科'],\n",
       "    'jobValidStatus': 1,\n",
       "    'iconWord': '',\n",
       "    'skills': ['功能测试', '系统测试', 'MMORPG游戏', 'SLG游戏', '游戏', '游戏测试'],\n",
       "    'jobExperience': '经验不限',\n",
       "    'daysPerWeekDesc': '',\n",
       "    'leastMonthDesc': '',\n",
       "    'jobDegree': '本科',\n",
       "    'cityName': '广州',\n",
       "    'areaDistrict': '海珠区',\n",
       "    'businessDistrict': '琶洲',\n",
       "    'jobType': 0,\n",
       "    'proxyJob': 0,\n",
       "    'proxyType': 0,\n",
       "    'anonymous': 0,\n",
       "    'outland': 0,\n",
       "    'optimal': 0,\n",
       "    'iconFlagList': [],\n",
       "    'itemId': 3,\n",
       "    'city': 101280100,\n",
       "    'isShield': 0,\n",
       "    'atsDirectPost': False,\n",
       "    'gps': None,\n",
       "    'lastModifyTime': 1684907861000,\n",
       "    'encryptBrandId': 'f128ced1ef4536b40Xd40tW_FA~~',\n",
       "    'brandName': '海南华多',\n",
       "    'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/logo/20200514/8ebde38523a5d1d52e63237b8f54bf90ef553e83d707590b17e2b11440b53463.jpg',\n",
       "    'brandStageName': '不需要融资',\n",
       "    'brandIndustry': '游戏',\n",
       "    'brandScaleName': '20-99人',\n",
       "    'welfareList': ['五险一金',\n",
       "     '全勤奖',\n",
       "     '包吃',\n",
       "     '周末双休',\n",
       "     '带薪年假',\n",
       "     '年终奖',\n",
       "     '节日福利',\n",
       "     '定期体检',\n",
       "     '零食下午茶',\n",
       "     '交通补助',\n",
       "     '员工旅游'],\n",
       "    'industry': 100002,\n",
       "    'contact': False},\n",
       "   {'securityId': 'b8lhCXqPtlFdf--1fSLLOrbMgf9vkDCtqita7LBvsNgBH5xdeGM4sHxwW-RrMKtj_Cb8Add-znZ4ky_FLPIx3YUZDMYCjAw6yOPv6DrA5SRmZX-ADn63Xsp9fDFeIUdXUv3kVo7H88okIxoo7v35QK5LUeGzAfvV0IXGUeYhT4vh8A~~',\n",
       "    'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20220604/607f1f3d68754fd032f1723a66c16e8d809589821677baf2ea105d1f6921af893cf37b799ece31eb_s.png',\n",
       "    'bossCert': 3,\n",
       "    'encryptBossId': '1c3e33e2aab05f5433d93Nm1EFc~',\n",
       "    'bossName': '李女士',\n",
       "    'bossTitle': 'HR',\n",
       "    'goldHunter': 0,\n",
       "    'bossOnline': True,\n",
       "    'encryptJobId': 'd95e6d5c413714b81Xxy09m-F1ZS',\n",
       "    'expectId': 305852612,\n",
       "    'jobName': '游戏测试-XY （网易+餐补800）',\n",
       "    'lid': '1Eu9753XVDL.search.4',\n",
       "    'salaryDesc': '10-15K',\n",
       "    'jobLabels': ['1-3年', '本科'],\n",
       "    'jobValidStatus': 1,\n",
       "    'iconWord': '',\n",
       "    'skills': ['Python',\n",
       "     'C++',\n",
       "     '手游测试经验',\n",
       "     '丰富的游戏经验',\n",
       "     '软件测试经验',\n",
       "     'mmorpg游戏',\n",
       "     '游戏测试',\n",
       "     '测试、开发、策划'],\n",
       "    'jobExperience': '1-3年',\n",
       "    'daysPerWeekDesc': '',\n",
       "    'leastMonthDesc': '',\n",
       "    'jobDegree': '本科',\n",
       "    'cityName': '广州',\n",
       "    'areaDistrict': '天河区',\n",
       "    'businessDistrict': '棠下',\n",
       "    'jobType': 0,\n",
       "    'proxyJob': 0,\n",
       "    'proxyType': 0,\n",
       "    'anonymous': 0,\n",
       "    'outland': 0,\n",
       "    'optimal': 0,\n",
       "    'iconFlagList': [],\n",
       "    'itemId': 4,\n",
       "    'city': 101280100,\n",
       "    'isShield': 0,\n",
       "    'atsDirectPost': False,\n",
       "    'gps': None,\n",
       "    'lastModifyTime': 1685720764000,\n",
       "    'encryptBrandId': '95b4b47ef9141c671nd52ty_',\n",
       "    'brandName': '法本',\n",
       "    'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/banner/32931505697e3fbef594fb9ca3fd94a5cfcd208495d565ef66e7dff9f98764da.jpg',\n",
       "    'brandStageName': '已上市',\n",
       "    'brandIndustry': '计算机软件',\n",
       "    'brandScaleName': '10000人以上',\n",
       "    'welfareList': ['员工旅游',\n",
       "     '定期体检',\n",
       "     '全勤奖',\n",
       "     '零食下午茶',\n",
       "     '带薪年假',\n",
       "     '企业文化',\n",
       "     '年终奖',\n",
       "     '节日福利',\n",
       "     '加班补助',\n",
       "     '五险一金'],\n",
       "    'industry': 100021,\n",
       "    'contact': False},\n",
       "   {'securityId': 'nH7cJUEZ1qDKJ-A1mWya6iAPamK8e6bM92E28a54wXV_jVMhgSoDhfY79_YdjakPeJFkaPPFEST8iavOWx6NsdJqBwB9DGawUprC77VsSm8DGXx9vMeqCP0Zmu5P8rEfwFG7UwDiFQ~~',\n",
       "    'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20211230/607f1f3d68754fd00aff1d4c1ac2593faa679b2205e240cec75944489462d25e209373ee1adab14d_s.jpg',\n",
       "    'bossCert': 3,\n",
       "    'encryptBossId': 'eb2b760de3c0a6320XV93di4EA~~',\n",
       "    'bossName': '吴女士',\n",
       "    'bossTitle': '招聘经理',\n",
       "    'goldHunter': 0,\n",
       "    'bossOnline': False,\n",
       "    'encryptJobId': 'afe5e52e5f4d26431XN82dW1FFVT',\n",
       "    'expectId': 305852612,\n",
       "    'jobName': '游戏测试（学信网+统本）',\n",
       "    'lid': '1Eu9753XVDL.search.5',\n",
       "    'salaryDesc': '8-13K·13薪',\n",
       "    'jobLabels': ['经验不限', '本科'],\n",
       "    'jobValidStatus': 1,\n",
       "    'iconWord': '',\n",
       "    'skills': ['丰富的游戏经验', '游戏测试'],\n",
       "    'jobExperience': '经验不限',\n",
       "    'daysPerWeekDesc': '',\n",
       "    'leastMonthDesc': '',\n",
       "    'jobDegree': '本科',\n",
       "    'cityName': '广州',\n",
       "    'areaDistrict': '天河区',\n",
       "    'businessDistrict': '高唐',\n",
       "    'jobType': 0,\n",
       "    'proxyJob': 1,\n",
       "    'proxyType': 4,\n",
       "    'anonymous': 0,\n",
       "    'outland': 0,\n",
       "    'optimal': 0,\n",
       "    'iconFlagList': [],\n",
       "    'itemId': 5,\n",
       "    'city': 101280100,\n",
       "    'isShield': 0,\n",
       "    'atsDirectPost': False,\n",
       "    'gps': None,\n",
       "    'lastModifyTime': 1684146466000,\n",
       "    'encryptBrandId': '718cdf47d2244f491nV_396_EQ~~',\n",
       "    'brandName': '汉堂',\n",
       "    'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/chatphoto/20180604/9226b67ad178646d51ddcc3bb6e6a895cfcd208495d565ef66e7dff9f98764da.jpg',\n",
       "    'brandStageName': '不需要融资',\n",
       "    'brandIndustry': '企业服务',\n",
       "    'brandScaleName': '500-999人',\n",
       "    'welfareList': ['餐补',\n",
       "     '五险一金',\n",
       "     '零食下午茶',\n",
       "     '员工旅游',\n",
       "     '免费班车',\n",
       "     '年终奖',\n",
       "     '带薪年假',\n",
       "     '节日福利'],\n",
       "    'industry': 100015,\n",
       "    'contact': False},\n",
       "   {'securityId': 'Rro0MmqPtk3mk-510IXQCB7zXs_K5WcyYs-GOzPFh04K59glNpl1lVc2koKI0mIzzoctGU-w_FZ5hNsObpT6ccdQVAtTTH7PiYFOHkED6G5u_KsKxPxwtC9AsZMv_Ts8koGOXp8-5Q~~',\n",
       "    'bossAvatar': 'https://img.bosszhipin.com/boss/avatar/avatar_3.png',\n",
       "    'bossCert': 3,\n",
       "    'encryptBossId': '8af2fc3312423a600nd43d61EFtW',\n",
       "    'bossName': '黄女士',\n",
       "    'bossTitle': 'HRBP',\n",
       "    'goldHunter': 0,\n",
       "    'bossOnline': False,\n",
       "    'encryptJobId': '6305122fa5bdfa4c1nJ_09W8E1JV',\n",
       "    'expectId': 305852612,\n",
       "    'jobName': '游戏测试工程师',\n",
       "    'lid': '1Eu9753XVDL.search.6',\n",
       "    'salaryDesc': '6-8K·15薪',\n",
       "    'jobLabels': ['在校/应届', '学历不限'],\n",
       "    'jobValidStatus': 1,\n",
       "    'iconWord': '',\n",
       "    'skills': ['功能测试', '性能测试', '自动化测试', 'Linux', 'Windows'],\n",
       "    'jobExperience': '在校/应届',\n",
       "    'daysPerWeekDesc': '',\n",
       "    'leastMonthDesc': '',\n",
       "    'jobDegree': '学历不限',\n",
       "    'cityName': '广州',\n",
       "    'areaDistrict': '黄埔区',\n",
       "    'businessDistrict': '中心城',\n",
       "    'jobType': 5,\n",
       "    'proxyJob': 0,\n",
       "    'proxyType': 0,\n",
       "    'anonymous': 0,\n",
       "    'outland': 0,\n",
       "    'optimal': 0,\n",
       "    'iconFlagList': [],\n",
       "    'itemId': 6,\n",
       "    'city': 101280100,\n",
       "    'isShield': 0,\n",
       "    'atsDirectPost': False,\n",
       "    'gps': None,\n",
       "    'lastModifyTime': 1673599851000,\n",
       "    'encryptBrandId': '0aed2b8296e46d411HB509U~',\n",
       "    'brandName': '多益网络',\n",
       "    'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/banner/6828d97420ecfb583bf9ebaa9c439226cfcd208495d565ef66e7dff9f98764da.jpg',\n",
       "    'brandStageName': '不需要融资',\n",
       "    'brandIndustry': '互联网',\n",
       "    'brandScaleName': '1000-9999人',\n",
       "    'welfareList': [],\n",
       "    'industry': 100020,\n",
       "    'contact': False},\n",
       "   {'securityId': 'cAEvQCFtdDgc4-M1Z9EIgGeagO8oiYRYsQnr9_XR6IWQvvp6Ko-xPjRGBN9y992a-ds6H_HE1YRnz1HgKZu-mkiOAZoMiEusciVw3iVkjbfOZGhJChlHVrgjX2y5guEVfLQ5YpgEJUFYXOUReKZ_CRDzxKHqgu79CiaWXbIfl7V9Ge_LdQ~~',\n",
       "    'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20210917/607f1f3d68754fd0d8c83eda1c42294b919f3f7ac31a52856a0785b23eac16cf5e0c914224d5ee3f_s.png',\n",
       "    'bossCert': 3,\n",
       "    'encryptBossId': 'f50b40f9076d3ddc1nZ42tu8EVpV',\n",
       "    'bossName': '黄女士',\n",
       "    'bossTitle': 'HR',\n",
       "    'goldHunter': 0,\n",
       "    'bossOnline': True,\n",
       "    'encryptJobId': '5ae0bc74c47801a41Xdy09S7EVRT',\n",
       "    'expectId': 305852612,\n",
       "    'jobName': '游戏测试实习生',\n",
       "    'lid': '1Eu9753XVDL.search.7',\n",
       "    'salaryDesc': '150-200元/天',\n",
       "    'jobLabels': ['5天/周', '6个月', '本科'],\n",
       "    'jobValidStatus': 1,\n",
       "    'iconWord': '',\n",
       "    'skills': ['excel', '熟悉手机硬件信息', '热爱游戏'],\n",
       "    'jobExperience': '',\n",
       "    'daysPerWeekDesc': '5天/周',\n",
       "    'leastMonthDesc': '6个月',\n",
       "    'jobDegree': '本科',\n",
       "    'cityName': '广州',\n",
       "    'areaDistrict': '天河区',\n",
       "    'businessDistrict': '天河公园',\n",
       "    'jobType': 4,\n",
       "    'proxyJob': 0,\n",
       "    'proxyType': 0,\n",
       "    'anonymous': 0,\n",
       "    'outland': 0,\n",
       "    'optimal': 0,\n",
       "    'iconFlagList': [],\n",
       "    'itemId': 7,\n",
       "    'city': 101280100,\n",
       "    'isShield': 0,\n",
       "    'atsDirectPost': False,\n",
       "    'gps': None,\n",
       "    'lastModifyTime': 1685503649000,\n",
       "    'encryptBrandId': '01bb254b5f7bb5831n1y2Nq5EVI~',\n",
       "    'brandName': '乐游方舟',\n",
       "    'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/workfeel/20220106/7bf6f160950405e94c8972e273325c0f301567897b665794c75655b35abf417f50ffa54f01f898d9.jpg',\n",
       "    'brandStageName': '不需要融资',\n",
       "    'brandIndustry': '游戏',\n",
       "    'brandScaleName': '500-999人',\n",
       "    'welfareList': ['年终奖', '定期体检', '节日福利', '员工旅游', '餐补', '五险一金', '带薪年假', '包吃'],\n",
       "    'industry': 100002,\n",
       "    'contact': False},\n",
       "   {'securityId': 'fvU105-9jAuWF-51gs_vnTqS4FciKsQqqDv4IAOUVhtnJMYUiHr1ETF9biJQDY2gcNlpQa1-W5afnWDTQK5Bw1jDtA8_vpkx8lPSLJsFGOMd-IAsyQ9gJ7vq-HWWZf9wC3DRg6Ozz7RASg~~',\n",
       "    'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/tmp/20210417/4fbd624c5107aa016b30d6973fd332e800b080b794cb996dc780e1a579c81373_s.jpg',\n",
       "    'bossCert': 3,\n",
       "    'encryptBossId': 'd66226b0fb09c5d30nZ909--FFdW',\n",
       "    'bossName': '郑美玲',\n",
       "    'bossTitle': '招聘顾问',\n",
       "    'goldHunter': 0,\n",
       "    'bossOnline': False,\n",
       "    'encryptJobId': '8d996659bbf74d451XN739u6FFNQ',\n",
       "    'expectId': 305852612,\n",
       "    'jobName': '游戏测试工程师（可线上面试+双休+包餐）',\n",
       "    'lid': '1Eu9753XVDL.search.8',\n",
       "    'salaryDesc': '7-10K',\n",
       "    'jobLabels': ['1-3年', '大专'],\n",
       "    'jobValidStatus': 1,\n",
       "    'iconWord': '',\n",
       "    'skills': ['MySQL',\n",
       "     'Java',\n",
       "     'Python',\n",
       "     '手游测试经验',\n",
       "     '丰富的游戏经验',\n",
       "     '计算机相关专业',\n",
       "     '动作、养成、二次元'],\n",
       "    'jobExperience': '1-3年',\n",
       "    'daysPerWeekDesc': '',\n",
       "    'leastMonthDesc': '',\n",
       "    'jobDegree': '大专',\n",
       "    'cityName': '广州',\n",
       "    'areaDistrict': '海珠区',\n",
       "    'businessDistrict': '琶洲',\n",
       "    'jobType': 0,\n",
       "    'proxyJob': 0,\n",
       "    'proxyType': 0,\n",
       "    'anonymous': 0,\n",
       "    'outland': 0,\n",
       "    'optimal': 0,\n",
       "    'iconFlagList': [],\n",
       "    'itemId': 8,\n",
       "    'city': 101280100,\n",
       "    'isShield': 0,\n",
       "    'atsDirectPost': False,\n",
       "    'gps': None,\n",
       "    'lastModifyTime': 1683419143000,\n",
       "    'encryptBrandId': '62518f9a3d79dd931XV_09y4FFo~',\n",
       "    'brandName': '上海瑞应人才科技',\n",
       "    'brandLogo': 'https://img.bosszhipin.com/beijin/icon/894ce6fa7e58d64d57e7f22d2f3a9d18afa7fcceaa24b8ea28f56f1bb14732c0.png',\n",
       "    'brandStageName': '',\n",
       "    'brandIndustry': '计算机软件',\n",
       "    'brandScaleName': '500-999人',\n",
       "    'welfareList': [],\n",
       "    'industry': 100021,\n",
       "    'contact': False},\n",
       "   {'securityId': '98E4nOdnsizTV-v1kudgGmehlX9-nJiELIoIImo0kD7WeEcQDC_POFZDRPbV0KjKyR9xivp-ZItgyDh-toMdwIMTy5S3l7VD9C2Nc6Gqml28QCfMdEUCMJwmC6pEcnPTffXr5eUTKYIs',\n",
       "    'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20210630/fdb8638f91f8be812f2274e5aeaf24c33a12f44faa4995587a8eea9c3f5b660d_s.jpg',\n",
       "    'bossCert': 3,\n",
       "    'encryptBossId': '6c3d463e383126320HZy29W5GVs~',\n",
       "    'bossName': '唐研研',\n",
       "    'bossTitle': '招聘',\n",
       "    'goldHunter': 0,\n",
       "    'bossOnline': False,\n",
       "    'encryptJobId': 'f713e6e3c7c833bf1Xx73967EFZW',\n",
       "    'expectId': 305852612,\n",
       "    'jobName': '【2023校招】阿里灵犀-游戏测试开发工程师',\n",
       "    'lid': '1Eu9753XVDL.search.9',\n",
       "    'salaryDesc': '20-25K·13薪',\n",
       "    'jobLabels': ['在校/应届', '本科'],\n",
       "    'jobValidStatus': 1,\n",
       "    'iconWord': '',\n",
       "    'skills': ['计算机相关专业',\n",
       "     '测试工作经验',\n",
       "     '软件开发经验',\n",
       "     '性能测试',\n",
       "     '自动化测试',\n",
       "     '功能测试',\n",
       "     'Python',\n",
       "     'C++'],\n",
       "    'jobExperience': '在校/应届',\n",
       "    'daysPerWeekDesc': '',\n",
       "    'leastMonthDesc': '',\n",
       "    'jobDegree': '本科',\n",
       "    'cityName': '广州',\n",
       "    'areaDistrict': '海珠区',\n",
       "    'businessDistrict': '琶洲',\n",
       "    'jobType': 5,\n",
       "    'proxyJob': 0,\n",
       "    'proxyType': 0,\n",
       "    'anonymous': 0,\n",
       "    'outland': 0,\n",
       "    'optimal': 0,\n",
       "    'iconFlagList': [],\n",
       "    'itemId': 9,\n",
       "    'city': 101280100,\n",
       "    'isShield': 0,\n",
       "    'atsDirectPost': False,\n",
       "    'gps': None,\n",
       "    'lastModifyTime': 1683622267000,\n",
       "    'encryptBrandId': '4ae082dd065a41c41XRy09q6FlA~',\n",
       "    'brandName': '广州一点灵犀信息技术',\n",
       "    'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/workfeel/20230424/7bf6f160950405e98c7ac4b217ee43c14c1535d62d7e859ae3835b9bfff4e1dc52779c6341cdfb90.jpg',\n",
       "    'brandStageName': '未融资',\n",
       "    'brandIndustry': '游戏',\n",
       "    'brandScaleName': '1000-9999人',\n",
       "    'welfareList': ['员工旅游',\n",
       "     '保底工资',\n",
       "     '生日福利',\n",
       "     '年终奖',\n",
       "     '餐补',\n",
       "     '节日福利',\n",
       "     '股票期权',\n",
       "     '团建聚餐',\n",
       "     '免费班车',\n",
       "     '带薪年假',\n",
       "     '定期体检',\n",
       "     '交通补助',\n",
       "     '补充医疗保险',\n",
       "     '五险一金'],\n",
       "    'industry': 100002,\n",
       "    'contact': False},\n",
       "   {'securityId': 'UhDcKeFqguHON-V1UncwafsQDmw_ixJQbCAJ1EpWMe52cgLM5zrQlO804ldYsMX0sVIY_TZAgOYz_M0oultbv-LFxUYNtEgkbQLFMfSemrKRqOPPP7eahkT5G7Q_eLf82U7UNFs7lQPLujGJR9FGX2oESZ1E0jswywiEhfFOtWNUUF4~',\n",
       "    'bossAvatar': 'https://img.bosszhipin.com/boss/avatar/avatar_1.png',\n",
       "    'bossCert': 3,\n",
       "    'encryptBossId': '632c9a39ac5481b30nJ92d-5ElFU',\n",
       "    'bossName': '杨强强',\n",
       "    'bossTitle': '猎头顾问',\n",
       "    'goldHunter': 1,\n",
       "    'bossOnline': True,\n",
       "    'encryptJobId': '45aed0867a6410821Xx_2d26F1dT',\n",
       "    'expectId': 305852612,\n",
       "    'jobName': '游戏测试',\n",
       "    'lid': '1Eu9753XVDL.search.10',\n",
       "    'salaryDesc': '15-30K',\n",
       "    'jobLabels': ['经验不限', '学历不限'],\n",
       "    'jobValidStatus': 1,\n",
       "    'iconWord': '',\n",
       "    'skills': ['手游测试经验', '丰富的游戏经验'],\n",
       "    'jobExperience': '经验不限',\n",
       "    'daysPerWeekDesc': '',\n",
       "    'leastMonthDesc': '',\n",
       "    'jobDegree': '学历不限',\n",
       "    'cityName': '广州',\n",
       "    'areaDistrict': '',\n",
       "    'businessDistrict': '',\n",
       "    'jobType': 0,\n",
       "    'proxyJob': 1,\n",
       "    'proxyType': 1,\n",
       "    'anonymous': 20,\n",
       "    'outland': 0,\n",
       "    'optimal': 0,\n",
       "    'iconFlagList': [8],\n",
       "    'itemId': 10,\n",
       "    'city': 101280100,\n",
       "    'isShield': 0,\n",
       "    'atsDirectPost': False,\n",
       "    'gps': None,\n",
       "    'lastModifyTime': 1684135735000,\n",
       "    'encryptBrandId': '70afe16856848d571nB53N65',\n",
       "    'brandName': '某大型互联网金融上市公司',\n",
       "    'brandLogo': 'https://img.bosszhipin.com/beijin/app/mobile/n-af8dd288f86448d9eaaf3a4b0fd60b27.png',\n",
       "    'brandStageName': '已上市',\n",
       "    'brandIndustry': '互联网金融',\n",
       "    'brandScaleName': '100-499人',\n",
       "    'welfareList': [],\n",
       "    'industry': 100206,\n",
       "    'contact': False},\n",
       "   {'securityId': '6f1z43BZ4nYa3-Z1Q2GgOdQvHkJBKVKuBxJItRhLDxwKNNojGTxIoKfr5rnYJE6Vo3g16Qg-Rw2IP4dnQGyTD0BDhohkGzYA4DQCSzi7V4aFVsOMr7Vf0ld3M4MNe3rlJ4CxUHhz',\n",
       "    'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/tmp/20220417/a2f3e71d9181a67b51c1ba94638ec72980756178ee0e3bf18df977387f27dcc43996ce86621e31b3_s.jpg',\n",
       "    'bossCert': 3,\n",
       "    'encryptBossId': '6acc31dbceb02f3f0XB92di1FA~~',\n",
       "    'bossName': '钟女士',\n",
       "    'bossTitle': 'HR',\n",
       "    'goldHunter': 0,\n",
       "    'bossOnline': False,\n",
       "    'encryptJobId': '4fdd695ba0c9cfd51XN62dS9FFBY',\n",
       "    'expectId': 305852612,\n",
       "    'jobName': '手游测试工程师',\n",
       "    'lid': '1Eu9753XVDL.search.11',\n",
       "    'salaryDesc': '8-13K·13薪',\n",
       "    'jobLabels': ['1-3年', '本科'],\n",
       "    'jobValidStatus': 1,\n",
       "    'iconWord': '',\n",
       "    'skills': ['手游测试经验', '计算机相关专业', '软件测试经验'],\n",
       "    'jobExperience': '1-3年',\n",
       "    'daysPerWeekDesc': '',\n",
       "    'leastMonthDesc': '',\n",
       "    'jobDegree': '本科',\n",
       "    'cityName': '广州',\n",
       "    'areaDistrict': '海珠区',\n",
       "    'businessDistrict': '琶洲',\n",
       "    'jobType': 0,\n",
       "    'proxyJob': 0,\n",
       "    'proxyType': 0,\n",
       "    'anonymous': 0,\n",
       "    'outland': 0,\n",
       "    'optimal': 0,\n",
       "    'iconFlagList': [],\n",
       "    'itemId': 11,\n",
       "    'city': 101280100,\n",
       "    'isShield': 0,\n",
       "    'atsDirectPost': False,\n",
       "    'gps': None,\n",
       "    'lastModifyTime': 1682986041000,\n",
       "    'encryptBrandId': 'ad4e8ee3f828fbfe1nx53Nq6',\n",
       "    'brandName': '广州乐牛',\n",
       "    'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/workfeel/20220417/7bf6f160950405e9f432125addd33db706b911cff19fc7bb8df977387f27dcc43996ce86621e31b3.jpg',\n",
       "    'brandStageName': '不需要融资',\n",
       "    'brandIndustry': '游戏',\n",
       "    'brandScaleName': '500-999人',\n",
       "    'welfareList': ['五险一金',\n",
       "     '定期体检',\n",
       "     '节日福利',\n",
       "     '零食下午茶',\n",
       "     '全勤奖',\n",
       "     '交通补助',\n",
       "     '员工旅游',\n",
       "     '包吃',\n",
       "     '带薪年假',\n",
       "     '年终奖'],\n",
       "    'industry': 100002,\n",
       "    'contact': False},\n",
       "   {'securityId': 'rfYhG7bVfelbK-s1KZA-L5jB-AXmzJve29APiIvt0rpVgI4xm4sqR1X5gIHZftSpuZVq5er_EmMAtKaQLxkCcw9uA1clxpjeJNjm_JKSYlUA5m66RPrj2n_ufSQQjJJGvPj6kg94kbw~',\n",
       "    'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20230210/607f1f3d68754fd0899f0212b8181a76d3e29bf93f5cb83ea215231f6fc612bf022d37afeac2ab09_s.png',\n",
       "    'bossCert': 3,\n",
       "    'encryptBossId': '540cfab4e611e6b40nF709u0F1BY',\n",
       "    'bossName': '龙女士',\n",
       "    'bossTitle': '猎头顾问',\n",
       "    'goldHunter': 1,\n",
       "    'bossOnline': False,\n",
       "    'encryptJobId': 'fb03aef50cc0f0421XNz39-7GVNW',\n",
       "    'expectId': 305852612,\n",
       "    'jobName': '游戏测试-mhxy（外派网易-广州）',\n",
       "    'lid': '1Eu9753XVDL.search.12',\n",
       "    'salaryDesc': '19-23K·13薪',\n",
       "    'jobLabels': ['1年以内', '本科'],\n",
       "    'jobValidStatus': 1,\n",
       "    'iconWord': '',\n",
       "    'skills': ['计算机相关专业', '手游测试经验', '丰富的游戏经验'],\n",
       "    'jobExperience': '1年以内',\n",
       "    'daysPerWeekDesc': '',\n",
       "    'leastMonthDesc': '',\n",
       "    'jobDegree': '本科',\n",
       "    'cityName': '广州',\n",
       "    'areaDistrict': '',\n",
       "    'businessDistrict': '',\n",
       "    'jobType': 0,\n",
       "    'proxyJob': 1,\n",
       "    'proxyType': 1,\n",
       "    'anonymous': 3,\n",
       "    'outland': 0,\n",
       "    'optimal': 0,\n",
       "    'iconFlagList': [8],\n",
       "    'itemId': 12,\n",
       "    'city': 101280100,\n",
       "    'isShield': 0,\n",
       "    'atsDirectPost': False,\n",
       "    'gps': None,\n",
       "    'lastModifyTime': 1681697103000,\n",
       "    'encryptBrandId': '5ed758a30c309d920Hd939q7',\n",
       "    'brandName': '某大型互联网上市集团公司',\n",
       "    'brandLogo': 'https://img.bosszhipin.com/beijin/app/mobile/n-af8dd288f86448d9eaaf3a4b0fd60b27.png',\n",
       "    'brandStageName': '已上市',\n",
       "    'brandIndustry': '移动互联网',\n",
       "    'brandScaleName': '10000人以上',\n",
       "    'welfareList': ['年终奖',\n",
       "     '餐补',\n",
       "     '定期体检',\n",
       "     '五险一金',\n",
       "     '带薪年假',\n",
       "     '包吃',\n",
       "     '补充医疗保险',\n",
       "     '员工旅游',\n",
       "     '零食下午茶',\n",
       "     '节日福利'],\n",
       "    'industry': 100019,\n",
       "    'contact': False},\n",
       "   {'securityId': 'gJvm-VCO81PJf-P1s3YP-bmZIs-5iSZpk2yRGlTykO5SN7zSfrDdjEQ8iWNCyDktm9EWAHF5MLFE0MOFaUqDb7OnXukJM8cADSGKENY1loeWDZB6Jp8D8IrwPfY8EgzKE4z0fM9-',\n",
       "    'bossAvatar': 'https://img.bosszhipin.com/boss/avatar/avatar_4.png',\n",
       "    'bossCert': 3,\n",
       "    'encryptBossId': '7534ceeaa584a52c1XJ50tS1F1A~',\n",
       "    'bossName': '李女士',\n",
       "    'bossTitle': 'HR',\n",
       "    'goldHunter': 0,\n",
       "    'bossOnline': False,\n",
       "    'encryptJobId': '4e49403517bb04e21XBz3929FlQ~',\n",
       "    'expectId': 305852612,\n",
       "    'jobName': '游戏测试工程师',\n",
       "    'lid': '1Eu9753XVDL.search.13',\n",
       "    'salaryDesc': '13-23K·13薪',\n",
       "    'jobLabels': ['经验不限', '大专'],\n",
       "    'jobValidStatus': 1,\n",
       "    'iconWord': '',\n",
       "    'skills': ['游戏测试', '软件测试', '测试', '功能测试', '黑盒测试', '移动端测试', '手游测试'],\n",
       "    'jobExperience': '经验不限',\n",
       "    'daysPerWeekDesc': '',\n",
       "    'leastMonthDesc': '',\n",
       "    'jobDegree': '大专',\n",
       "    'cityName': '广州',\n",
       "    'areaDistrict': '黄埔区',\n",
       "    'businessDistrict': '鱼珠',\n",
       "    'jobType': 0,\n",
       "    'proxyJob': 0,\n",
       "    'proxyType': 0,\n",
       "    'anonymous': 0,\n",
       "    'outland': 0,\n",
       "    'optimal': 0,\n",
       "    'iconFlagList': [],\n",
       "    'itemId': 13,\n",
       "    'city': 101280100,\n",
       "    'isShield': 0,\n",
       "    'atsDirectPost': False,\n",
       "    'gps': None,\n",
       "    'lastModifyTime': 1683509102000,\n",
       "    'encryptBrandId': '587b3ce915cbe51d1nxz39i8',\n",
       "    'brandName': '广州4399',\n",
       "    'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/chatphoto/20180413/f1e2e9a2e7c4dd793fef6d0a61661d8b.jpg',\n",
       "    'brandStageName': '未融资',\n",
       "    'brandIndustry': '游戏',\n",
       "    'brandScaleName': '1000-9999人',\n",
       "    'welfareList': ['餐补',\n",
       "     '补充医疗保险',\n",
       "     '节日福利',\n",
       "     '定期体检',\n",
       "     '包吃',\n",
       "     '五险一金',\n",
       "     '带薪年假',\n",
       "     '全勤奖',\n",
       "     '零食下午茶'],\n",
       "    'industry': 100002,\n",
       "    'contact': False},\n",
       "   {'securityId': '1lkKt5sbcrGu4-Z1b1-FRM08_Kgi3QiJGGKqEFhfFUKkqn0XlZkoktEctIbafFkn0eJNyhTwnC0G38kLj1DKwug-k6SRy3eJFUxf7seEzh98v5kXvsmVf1lEGl_9h2MLZox3d4avmA4~',\n",
       "    'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20200110/a5dd619ef7729864a0a57e11433602ff6c85a7181244a1a2c77083e24a1d5b2d_s.jpg',\n",
       "    'bossCert': 3,\n",
       "    'encryptBossId': 'a18c8589790f84561HB-3dy-FVY~',\n",
       "    'bossName': '廖女士',\n",
       "    'bossTitle': 'HR',\n",
       "    'goldHunter': 0,\n",
       "    'bossOnline': False,\n",
       "    'encryptJobId': 'a74dffee4e7c95f71Xx93NS8FFBX',\n",
       "    'expectId': 305852612,\n",
       "    'jobName': '游戏测试工程师',\n",
       "    'lid': '1Eu9753XVDL.search.14',\n",
       "    'salaryDesc': '11-18K·13薪',\n",
       "    'jobLabels': ['1-3年', '本科'],\n",
       "    'jobValidStatus': 1,\n",
       "    'iconWord': '',\n",
       "    'skills': ['手游测试经验', '软件测试经验', '二次元', '功能测试', '卡牌游戏'],\n",
       "    'jobExperience': '1-3年',\n",
       "    'daysPerWeekDesc': '',\n",
       "    'leastMonthDesc': '',\n",
       "    'jobDegree': '本科',\n",
       "    'cityName': '广州',\n",
       "    'areaDistrict': '海珠区',\n",
       "    'businessDistrict': '琶洲',\n",
       "    'jobType': 0,\n",
       "    'proxyJob': 0,\n",
       "    'proxyType': 0,\n",
       "    'anonymous': 0,\n",
       "    'outland': 0,\n",
       "    'optimal': 0,\n",
       "    'iconFlagList': [],\n",
       "    'itemId': 14,\n",
       "    'city': 101280100,\n",
       "    'isShield': 0,\n",
       "    'atsDirectPost': False,\n",
       "    'gps': None,\n",
       "    'lastModifyTime': 1685515161000,\n",
       "    'encryptBrandId': '7d3f339bf76fe2c30HB63tu4EA~~',\n",
       "    'brandName': '深蓝互动',\n",
       "    'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/workfeel/20211117/7bf6f160950405e9875957977849fc04d4e1bd24b5785d7857e4ecde4a2b77d913a6f25e4b0b4429.jpg',\n",
       "    'brandStageName': '不需要融资',\n",
       "    'brandIndustry': '游戏',\n",
       "    'brandScaleName': '100-499人',\n",
       "    'welfareList': ['员工旅游',\n",
       "     '定期体检',\n",
       "     '股票期权',\n",
       "     '五险一金',\n",
       "     '交通补助',\n",
       "     '带薪年假',\n",
       "     '节日福利',\n",
       "     '年终奖',\n",
       "     '加班补助',\n",
       "     '补充医疗保险'],\n",
       "    'industry': 100002,\n",
       "    'contact': False},\n",
       "   {'securityId': 'rJLylYUxc4ih4-z13zdr7uuBwm1o9RePnkKGOHGs1dnJJZy5Dn1mOwfq5Jl9is1PWEDWFT5CaOiUxSSGQj8k8l8__i0DZqTTmupT_E59XBjXOMf7Kv4mzCX44M-1_wW2HCY9_QMv0lSo0A~~',\n",
       "    'bossAvatar': 'https://img.bosszhipin.com/boss/avatar/avatar_10.png',\n",
       "    'bossCert': 3,\n",
       "    'encryptBossId': 'bf9a4891b8ef99680nF52N69GVdY',\n",
       "    'bossName': '杜女士',\n",
       "    'bossTitle': 'HR',\n",
       "    'goldHunter': 0,\n",
       "    'bossOnline': False,\n",
       "    'encryptJobId': '63321ba1408035a21Xx72t--FlFY',\n",
       "    'expectId': 305852612,\n",
       "    'jobName': '游戏测试（中级）',\n",
       "    'lid': '1Eu9753XVDL.search.15',\n",
       "    'salaryDesc': '8-12K·13薪',\n",
       "    'jobLabels': ['1-3年', '大专'],\n",
       "    'jobValidStatus': 1,\n",
       "    'iconWord': '',\n",
       "    'skills': ['手游测试经验', '丰富的游戏经验', 'mmorpg游戏'],\n",
       "    'jobExperience': '1-3年',\n",
       "    'daysPerWeekDesc': '',\n",
       "    'leastMonthDesc': '',\n",
       "    'jobDegree': '大专',\n",
       "    'cityName': '广州',\n",
       "    'areaDistrict': '天河区',\n",
       "    'businessDistrict': '天河公园',\n",
       "    'jobType': 0,\n",
       "    'proxyJob': 0,\n",
       "    'proxyType': 0,\n",
       "    'anonymous': 0,\n",
       "    'outland': 0,\n",
       "    'optimal': 0,\n",
       "    'iconFlagList': [],\n",
       "    'itemId': 15,\n",
       "    'city': 101280100,\n",
       "    'isShield': 0,\n",
       "    'atsDirectPost': False,\n",
       "    'gps': None,\n",
       "    'lastModifyTime': 1684381635000,\n",
       "    'encryptBrandId': 'c86480ef8fd79f181XZ62N-9EFU~',\n",
       "    'brandName': '广州拓启网络科技',\n",
       "    'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/logo/20220809/7b5b554d84f9729c6ad0d9a15117ae0af260984b22f676b5f21899881c43ca2a32a34d7a6ad48cdd.jpg',\n",
       "    'brandStageName': '未融资',\n",
       "    'brandIndustry': '游戏',\n",
       "    'brandScaleName': '20-99人',\n",
       "    'welfareList': ['员工旅游',\n",
       "     '五险一金',\n",
       "     '年终奖',\n",
       "     '节日福利',\n",
       "     '团建聚餐',\n",
       "     '全勤奖',\n",
       "     '零食下午茶',\n",
       "     '带薪年假'],\n",
       "    'industry': 100002,\n",
       "    'contact': False},\n",
       "   {'securityId': 'bZ_n5S5SYalXj-31XebYnCSK7WYklNzgtFbtHcyuLAA0t8ll-L_x7uhICJYEZaiouv6fDyznnDWFkomcwjBswKPmmajig4o73v9-EoFs40Y7Z1g9wT4Dm20P6GeO1qv7bVIi-YxHqcrz3Q~~',\n",
       "    'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20230317/607f1f3d68754fd09fce79af190eacc6b0fedc2d5436ac73c07a3b752757a730dd3d7582e73e4e00_s.jpg',\n",
       "    'bossCert': 3,\n",
       "    'encryptBossId': '7a4ea8b7aa752d650nB_3tq6GFBU',\n",
       "    'bossName': '赖女士',\n",
       "    'bossTitle': '人事专员HR',\n",
       "    'goldHunter': 0,\n",
       "    'bossOnline': False,\n",
       "    'encryptJobId': '0c04de2f2420f4261XJ93dm8E1NS',\n",
       "    'expectId': 305852612,\n",
       "    'jobName': '游戏测试（双休 包三餐）',\n",
       "    'lid': '1Eu9753XVDL.search.16',\n",
       "    'salaryDesc': '10-13K·13薪',\n",
       "    'jobLabels': ['1-3年', '大专'],\n",
       "    'jobValidStatus': 1,\n",
       "    'iconWord': '',\n",
       "    'skills': ['手游测试经验'],\n",
       "    'jobExperience': '1-3年',\n",
       "    'daysPerWeekDesc': '',\n",
       "    'leastMonthDesc': '',\n",
       "    'jobDegree': '大专',\n",
       "    'cityName': '广州',\n",
       "    'areaDistrict': '天河区',\n",
       "    'businessDistrict': '车陂',\n",
       "    'jobType': 0,\n",
       "    'proxyJob': 0,\n",
       "    'proxyType': 0,\n",
       "    'anonymous': 0,\n",
       "    'outland': 0,\n",
       "    'optimal': 0,\n",
       "    'iconFlagList': [],\n",
       "    'itemId': 16,\n",
       "    'city': 101280100,\n",
       "    'isShield': 0,\n",
       "    'atsDirectPost': False,\n",
       "    'gps': None,\n",
       "    'lastModifyTime': 1682491917000,\n",
       "    'encryptBrandId': 'a924a4d41d93634b1nJ73tW8EFI~',\n",
       "    'brandName': '明昼科技',\n",
       "    'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/workfeel/20210728/7494d01dc815faedfbc157668da4eddd780c2e38277c40c0930e3536f60a11e0.jpg',\n",
       "    'brandStageName': '天使轮',\n",
       "    'brandIndustry': '游戏',\n",
       "    'brandScaleName': '100-499人',\n",
       "    'welfareList': ['团建聚餐',\n",
       "     '定期体检',\n",
       "     '年终奖',\n",
       "     '零食下午茶',\n",
       "     '节日福利',\n",
       "     '五险一金',\n",
       "     '股票期权',\n",
       "     '包吃'],\n",
       "    'industry': 100002,\n",
       "    'contact': False},\n",
       "   {'securityId': 'QHa4aYOf9QGDe-G1-KmTQxqGyL0dyNOJ7TejrIOs0r8xSGeF7wC-NQ5HSEpJrtpCTPU7XEHR-uYzZ2Q6K0J0lvA5avFQjZPJvuIqTLFaazy56XXz0oZh4_Mf1Gu9Ys9i0KQDOUvM',\n",
       "    'bossAvatar': 'https://img.bosszhipin.com/boss/avatar/avatar_8.png',\n",
       "    'bossCert': 3,\n",
       "    'encryptBossId': 'fd30d05f71bd33310HVz390~',\n",
       "    'bossName': '王先生',\n",
       "    'bossTitle': '工作室总监',\n",
       "    'goldHunter': 0,\n",
       "    'bossOnline': False,\n",
       "    'encryptJobId': 'f4b8a70fd3bebaa91nJ_09i8E1JV',\n",
       "    'expectId': 305852612,\n",
       "    'jobName': '游戏测试工程师(QA)',\n",
       "    'lid': '1Eu9753XVDL.search.17',\n",
       "    'salaryDesc': '4-9K·14薪',\n",
       "    'jobLabels': ['经验不限', '大专'],\n",
       "    'jobValidStatus': 1,\n",
       "    'iconWord': '',\n",
       "    'skills': ['功能测试',\n",
       "     '性能测试',\n",
       "     '自动化测试',\n",
       "     '移动端测试',\n",
       "     '手游测试',\n",
       "     '策略游戏',\n",
       "     '卡牌游戏',\n",
       "     '角色扮演游戏'],\n",
       "    'jobExperience': '经验不限',\n",
       "    'daysPerWeekDesc': '',\n",
       "    'leastMonthDesc': '',\n",
       "    'jobDegree': '大专',\n",
       "    'cityName': '广州',\n",
       "    'areaDistrict': '天河区',\n",
       "    'businessDistrict': '天河北',\n",
       "    'jobType': 0,\n",
       "    'proxyJob': 0,\n",
       "    'proxyType': 0,\n",
       "    'anonymous': 0,\n",
       "    'outland': 0,\n",
       "    'optimal': 0,\n",
       "    'iconFlagList': [],\n",
       "    'itemId': 17,\n",
       "    'city': 101280100,\n",
       "    'isShield': 0,\n",
       "    'atsDirectPost': False,\n",
       "    'gps': None,\n",
       "    'lastModifyTime': 1680761615000,\n",
       "    'encryptBrandId': 'f02596252a4d945e1nZy29m5FVs~',\n",
       "    'brandName': '宙合信息科技',\n",
       "    'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/chatphoto/20210309/83917c78ee8e36c610cccbfc1b4ce6c9186fd4121a6d7c09537c63e8c1b3b5a4_s.jpg',\n",
       "    'brandStageName': '天使轮',\n",
       "    'brandIndustry': '游戏',\n",
       "    'brandScaleName': '20-99人',\n",
       "    'welfareList': ['员工旅游', '带薪年假', '零食下午茶', '节日福利', '五险一金'],\n",
       "    'industry': 100002,\n",
       "    'contact': False},\n",
       "   {'securityId': 'Ao_0-Y2wiIvPR-w1lJBV7Fr0lc8iGpX21OXLNI2RjqyHPqd0lPgMFqHF7jEPSibE-RLNJSKEbGn1f43eYWphcgQ65DU6hGRFJjnOF7vGtjKfR1b7xjc6IEejvH_uQcBTWd87YlBWGPVg',\n",
       "    'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/tmp/20220526/a2f3e71d9181a67b1526fad6aa1f26a0df77695ce811b9fdbe500f0e8dd9a558349e6b06bb989232_s.jpg',\n",
       "    'bossCert': 3,\n",
       "    'encryptBossId': 'f1b1a6c5ee3e71100nR6096_GVpW',\n",
       "    'bossName': '黄女士',\n",
       "    'bossTitle': '人事',\n",
       "    'goldHunter': 0,\n",
       "    'bossOnline': False,\n",
       "    'encryptJobId': 'c9801536fe07177a1XN_3du_F1dS',\n",
       "    'expectId': 305852612,\n",
       "    'jobName': '游戏测试-双休+餐补',\n",
       "    'lid': '1Eu9753XVDL.search.18',\n",
       "    'salaryDesc': '7-12K·13薪',\n",
       "    'jobLabels': ['经验不限', '本科'],\n",
       "    'jobValidStatus': 1,\n",
       "    'iconWord': '',\n",
       "    'skills': ['自动化测试', '性能测试', '功能测试', 'Python', '计算机相关专业'],\n",
       "    'jobExperience': '经验不限',\n",
       "    'daysPerWeekDesc': '',\n",
       "    'leastMonthDesc': '',\n",
       "    'jobDegree': '本科',\n",
       "    'cityName': '广州',\n",
       "    'areaDistrict': '黄埔区',\n",
       "    'businessDistrict': '小新塘',\n",
       "    'jobType': 0,\n",
       "    'proxyJob': 0,\n",
       "    'proxyType': 0,\n",
       "    'anonymous': 0,\n",
       "    'outland': 0,\n",
       "    'optimal': 0,\n",
       "    'iconFlagList': [],\n",
       "    'itemId': 18,\n",
       "    'city': 101280100,\n",
       "    'isShield': 0,\n",
       "    'atsDirectPost': False,\n",
       "    'gps': None,\n",
       "    'lastModifyTime': 1685689840000,\n",
       "    'encryptBrandId': 'da61065024c9292e1nR50ti-FQ~~',\n",
       "    'brandName': '讯锡科技',\n",
       "    'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/bar/20191216/b1d421d9362ea0cc68f9ef7b8be255a6be1bd4a3bd2a63f070bdbdada9aad826.jpg',\n",
       "    'brandStageName': '不需要融资',\n",
       "    'brandIndustry': '计算机软件',\n",
       "    'brandScaleName': '1000-9999人',\n",
       "    'welfareList': ['五险一金', '定期体检', '带薪年假', '节日福利', '零食下午茶'],\n",
       "    'industry': 100021,\n",
       "    'contact': False},\n",
       "   {'securityId': 'XEhNhPbjfaKr--w1TfsZ0u5tUTMGWYVhayUE9tgj8m7wbsCxl3ONROw1OasXA_sQu_08EQeQINruDhrfb1HWvPaRiY2wEWpEOMf5WVs7p8lrTt301dd7uCjSJIc-HmSE68RfHYvVUIKG',\n",
       "    'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/tmp/20201010/3c8825d5613f0140c95f074deb9ac36a0d1c6e805c7a3d3564b0c5576ca5a9b2_s.jpg',\n",
       "    'bossCert': 3,\n",
       "    'encryptBossId': '7eac6ce3ff4992221XJ_2du9FFs~',\n",
       "    'bossName': '马慈璇',\n",
       "    'bossTitle': '招聘主管',\n",
       "    'goldHunter': 0,\n",
       "    'bossOnline': False,\n",
       "    'encryptJobId': '4532a2bd6282b5411XNz29S4EFBY',\n",
       "    'expectId': 305852612,\n",
       "    'jobName': '游戏测试工程师',\n",
       "    'lid': '1Eu9753XVDL.search.19',\n",
       "    'salaryDesc': '11-16K·13薪',\n",
       "    'jobLabels': ['经验不限', '大专'],\n",
       "    'jobValidStatus': 1,\n",
       "    'iconWord': '',\n",
       "    'skills': ['手游测试经验', '丰富的游戏经验', '手游测试'],\n",
       "    'jobExperience': '经验不限',\n",
       "    'daysPerWeekDesc': '',\n",
       "    'leastMonthDesc': '',\n",
       "    'jobDegree': '大专',\n",
       "    'cityName': '广州',\n",
       "    'areaDistrict': '天河区',\n",
       "    'businessDistrict': '车陂',\n",
       "    'jobType': 0,\n",
       "    'proxyJob': 0,\n",
       "    'proxyType': 0,\n",
       "    'anonymous': 0,\n",
       "    'outland': 0,\n",
       "    'optimal': 0,\n",
       "    'iconFlagList': [],\n",
       "    'itemId': 19,\n",
       "    'city': 101280100,\n",
       "    'isShield': 0,\n",
       "    'atsDirectPost': False,\n",
       "    'gps': None,\n",
       "    'lastModifyTime': 1682674188000,\n",
       "    'encryptBrandId': '218076353edeba291XF52d-0EFQ~',\n",
       "    'brandName': '广州半糖加冰网络',\n",
       "    'brandLogo': 'https://img.bosszhipin.com/beijin/app/mobile/normal-0e3f1e4441a21d4874cece3a3d81f0fe.png',\n",
       "    'brandStageName': '',\n",
       "    'brandIndustry': '游戏',\n",
       "    'brandScaleName': '20-99人',\n",
       "    'welfareList': ['绩效奖金',\n",
       "     '餐补',\n",
       "     '员工旅游',\n",
       "     '五险一金',\n",
       "     '交通补助',\n",
       "     '团建聚餐',\n",
       "     '定期体检',\n",
       "     '带薪年假',\n",
       "     '零食下午茶',\n",
       "     '年终奖'],\n",
       "    'industry': 100002,\n",
       "    'contact': False},\n",
       "   {'securityId': 'TFTuPQe3MIRq8-D1-BHqHn8didqpIFb8guoYbZF2aF48m2hc5_e8EuiwozgHj7aVbIOcfAW1m_DgbmzZrRjLhMlQ4QPVxYTJc60XrEL9tjBPaWvHmDXPJrmP0pgxusdbyCKdqbWnVg~~',\n",
       "    'bossAvatar': 'https://img.bosszhipin.com/boss/avatar/avatar_2.png',\n",
       "    'bossCert': 3,\n",
       "    'encryptBossId': '5d0e1dbd3bbeb9563nZ92N66FVM~',\n",
       "    'bossName': '陈女士',\n",
       "    'bossTitle': 'Hr',\n",
       "    'goldHunter': 0,\n",
       "    'bossOnline': False,\n",
       "    'encryptJobId': '88cdd60cb74dcb961XV43t61FFRQ',\n",
       "    'expectId': 305852612,\n",
       "    'jobName': '游戏测试工程师',\n",
       "    'lid': '1Eu9753XVDL.search.20',\n",
       "    'salaryDesc': '10-15K·13薪',\n",
       "    'jobLabels': ['经验不限', '本科'],\n",
       "    'jobValidStatus': 1,\n",
       "    'iconWord': '',\n",
       "    'skills': ['功能测试', '性能测试', '系统测试', '手游测试', '角色扮演游戏', 'MMORPG游戏'],\n",
       "    'jobExperience': '经验不限',\n",
       "    'daysPerWeekDesc': '',\n",
       "    'leastMonthDesc': '',\n",
       "    'jobDegree': '本科',\n",
       "    'cityName': '广州',\n",
       "    'areaDistrict': '海珠区',\n",
       "    'businessDistrict': '官洲',\n",
       "    'jobType': 0,\n",
       "    'proxyJob': 0,\n",
       "    'proxyType': 0,\n",
       "    'anonymous': 0,\n",
       "    'outland': 0,\n",
       "    'optimal': 0,\n",
       "    'iconFlagList': [],\n",
       "    'itemId': 20,\n",
       "    'city': 101280100,\n",
       "    'isShield': 0,\n",
       "    'atsDirectPost': False,\n",
       "    'gps': None,\n",
       "    'lastModifyTime': 1680752563000,\n",
       "    'encryptBrandId': '10caf7b6daea25821nB70tW9',\n",
       "    'brandName': '广州速游',\n",
       "    'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/chatphoto/20190217/9a02a9b79e36c974b7ca33348b0edc8fcfcd208495d565ef66e7dff9f98764da.jpg',\n",
       "    'brandStageName': '不需要融资',\n",
       "    'brandIndustry': '游戏',\n",
       "    'brandScaleName': '100-499人',\n",
       "    'welfareList': ['项目分红',\n",
       "     '节日福利',\n",
       "     '员工旅游',\n",
       "     '零食下午茶',\n",
       "     '定期体检',\n",
       "     '全勤奖',\n",
       "     '带薪病假',\n",
       "     '免费班车',\n",
       "     '包吃',\n",
       "     '绩效奖金',\n",
       "     '年终奖',\n",
       "     '带薪年假',\n",
       "     '免费三餐水果',\n",
       "     '团建聚餐',\n",
       "     '五险一金',\n",
       "     '生日福利',\n",
       "     '国内外旅游'],\n",
       "    'industry': 100002,\n",
       "    'contact': False},\n",
       "   {'securityId': '2P_LeSdFNSBof-Q1ZEjD6F-lmTNKyZax1eayXJ8wG_wYe2hEQ7_ZF0futY2TDwIRTx4lHxWgMAFaGF9nO67Jfe5YBMBcB8hmtLH2nsY5o4ZVTqOmY61A-CNjaoEfLoBQkoPgxJUeRggZFw~~',\n",
       "    'bossAvatar': 'https://img.bosszhipin.com/boss/avatar/avatar_4.png',\n",
       "    'bossCert': 3,\n",
       "    'encryptBossId': '0cdca946dffe9cdf0nR_29W6GFZY',\n",
       "    'bossName': '麦少美',\n",
       "    'bossTitle': '人事行政专员',\n",
       "    'goldHunter': 0,\n",
       "    'bossOnline': False,\n",
       "    'encryptJobId': '4c91f19f6277db3a1Xx-29m0FFVS',\n",
       "    'expectId': 305852612,\n",
       "    'jobName': '游戏测试工程师',\n",
       "    'lid': '1Eu9753XVDL.search.21',\n",
       "    'salaryDesc': '6-10K',\n",
       "    'jobLabels': ['经验不限', '本科'],\n",
       "    'jobValidStatus': 1,\n",
       "    'iconWord': '',\n",
       "    'skills': ['TypeScript', '自动化测试', 'JavaScript'],\n",
       "    'jobExperience': '经验不限',\n",
       "    'daysPerWeekDesc': '',\n",
       "    'leastMonthDesc': '',\n",
       "    'jobDegree': '本科',\n",
       "    'cityName': '广州',\n",
       "    'areaDistrict': '海珠区',\n",
       "    'businessDistrict': '赤岗',\n",
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       "    'iconFlagList': [],\n",
       "    'itemId': 21,\n",
       "    'city': 101280100,\n",
       "    'isShield': 0,\n",
       "    'atsDirectPost': False,\n",
       "    'gps': None,\n",
       "    'lastModifyTime': 1683616622000,\n",
       "    'encryptBrandId': '89c2433a7fd86b241XV93du6F1o~',\n",
       "    'brandName': '广州乐创互动娱乐',\n",
       "    'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/workfeel/20220712/7bf6f160950405e9f85f8b0482586fe470318a141d811914056c636aa97ff6689e3019b4724eb25b.jpg',\n",
       "    'brandStageName': 'A轮',\n",
       "    'brandIndustry': '游戏',\n",
       "    'brandScaleName': '20-99人',\n",
       "    'welfareList': ['生日福利',\n",
       "     '带薪年假',\n",
       "     '年终奖',\n",
       "     '零食下午茶',\n",
       "     '团建聚餐',\n",
       "     '绩效奖金',\n",
       "     '节日福利',\n",
       "     '股票期权',\n",
       "     '五险一金',\n",
       "     '定期体检',\n",
       "     '员工旅游'],\n",
       "    'industry': 100002,\n",
       "    'contact': False},\n",
       "   {'securityId': 'I7l0CqH1zlKQ_-y1tr3HHqv9Rs3sIb4jlHa0dTr8p6tmUoUoEVEyUiFIqzneNLJDF4zP468Sb5-kj4ass2Vhaplfhzy1pE56lBhuLawjcTtvvTN03dqqiJS6dx0oRMULGU0NMdZDPbEF',\n",
       "    'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20200624/f3d208c7ae3626a78f8b3b898d947e8d39427d77d086595508ae30b245cb6f20_s.jpg',\n",
       "    'bossCert': 3,\n",
       "    'encryptBossId': 'e6fbab5d333f19020XRy3di6EFU~',\n",
       "    'bossName': '贺女士',\n",
       "    'bossTitle': '人事',\n",
       "    'goldHunter': 0,\n",
       "    'bossOnline': False,\n",
       "    'encryptJobId': '5de943098fa8dc8b1XV72dy-F1FW',\n",
       "    'expectId': 305852612,\n",
       "    'jobName': '游戏测试工程师',\n",
       "    'lid': '1Eu9753XVDL.search.22',\n",
       "    'salaryDesc': '6-11K',\n",
       "    'jobLabels': ['经验不限', '大专'],\n",
       "    'jobValidStatus': 1,\n",
       "    'iconWord': '',\n",
       "    'skills': ['SQL',\n",
       "     'Linux',\n",
       "     'SQL Server',\n",
       "     'APP测试',\n",
       "     '功能测试',\n",
       "     'Selenium',\n",
       "     '桌面游戏',\n",
       "     'SLG游戏'],\n",
       "    'jobExperience': '经验不限',\n",
       "    'daysPerWeekDesc': '',\n",
       "    'leastMonthDesc': '',\n",
       "    'jobDegree': '大专',\n",
       "    'cityName': '广州',\n",
       "    'areaDistrict': '天河区',\n",
       "    'businessDistrict': '燕岭',\n",
       "    'jobType': 0,\n",
       "    'proxyJob': 0,\n",
       "    'proxyType': 0,\n",
       "    'anonymous': 0,\n",
       "    'outland': 0,\n",
       "    'optimal': 0,\n",
       "    'iconFlagList': [],\n",
       "    'itemId': 22,\n",
       "    'city': 101280100,\n",
       "    'isShield': 0,\n",
       "    'atsDirectPost': False,\n",
       "    'gps': None,\n",
       "    'lastModifyTime': 1646899516000,\n",
       "    'encryptBrandId': '3b0578b3214591ce1XR709W_ElA~',\n",
       "    'brandName': '雪福科技',\n",
       "    'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/banner/20180310/0f2ef5140160425fd989d87ead17cc9d33d208e8d6fc287973c46e5cb5346f06.png',\n",
       "    'brandStageName': '',\n",
       "    'brandIndustry': '计算机软件',\n",
       "    'brandScaleName': '20-99人',\n",
       "    'welfareList': [],\n",
       "    'industry': 100021,\n",
       "    'contact': False},\n",
       "   {'securityId': '3sT7aPxytDlUu-c1Q8kos5fFuZg0VW3AD6MKZhagZtvZ_oHxrTbjhuAKW10iXHIjHtn3AFkjbAGNvDH2EoDjLeLZt9g9tjvJiVtF51H3eB7wWcMpcfe7_EgOcu1jc5hyqiuv_k9HoqVQ',\n",
       "    'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20230511/607f1f3d68754fd0a4de67acfa1b7643167e597e48b6728335eb6b5af99f94ccef7da9ddc7e4a484_s.jpg',\n",
       "    'bossCert': 3,\n",
       "    'encryptBossId': 'd1e37632230f43d60nB53ti-FVs~',\n",
       "    'bossName': '艾女士',\n",
       "    'bossTitle': 'HR',\n",
       "    'goldHunter': 0,\n",
       "    'bossOnline': False,\n",
       "    'encryptJobId': '54dca477e38971361XV93dy1E1RQ',\n",
       "    'expectId': 305852612,\n",
       "    'jobName': '游戏测试',\n",
       "    'lid': '1Eu9753XVDL.search.23',\n",
       "    'salaryDesc': '6-10K·13薪',\n",
       "    'jobLabels': ['1-3年', '本科'],\n",
       "    'jobValidStatus': 1,\n",
       "    'iconWord': '',\n",
       "    'skills': ['游戏测试',\n",
       "     '测试工程师',\n",
       "     '测试开发',\n",
       "     'Python',\n",
       "     '灰盒测试',\n",
       "     '服务端测试',\n",
       "     '功能测试',\n",
       "     '黑盒测试'],\n",
       "    'jobExperience': '1-3年',\n",
       "    'daysPerWeekDesc': '',\n",
       "    'leastMonthDesc': '',\n",
       "    'jobDegree': '本科',\n",
       "    'cityName': '广州',\n",
       "    'areaDistrict': '黄埔区',\n",
       "    'businessDistrict': '鱼珠',\n",
       "    'jobType': 0,\n",
       "    'proxyJob': 0,\n",
       "    'proxyType': 0,\n",
       "    'anonymous': 0,\n",
       "    'outland': 0,\n",
       "    'optimal': 0,\n",
       "    'iconFlagList': [],\n",
       "    'itemId': 23,\n",
       "    'city': 101280100,\n",
       "    'isShield': 0,\n",
       "    'atsDirectPost': False,\n",
       "    'gps': None,\n",
       "    'lastModifyTime': 1680864655000,\n",
       "    'encryptBrandId': 'dcda6f79df73ef5f1XR629S6EFQ~',\n",
       "    'brandName': '有乐互动信息网络...',\n",
       "    'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/workfeel/20211213/7bf6f160950405e9426c192468c1cc235117edbeb54f51d035eb6b5af99f94ccef7da9ddc7e4a484.jpg',\n",
       "    'brandStageName': '未融资',\n",
       "    'brandIndustry': '游戏',\n",
       "    'brandScaleName': '20-99人',\n",
       "    'welfareList': ['带薪年假',\n",
       "     '节日福利',\n",
       "     '餐补',\n",
       "     '五险一金',\n",
       "     '年终奖',\n",
       "     '全勤奖',\n",
       "     '生日福利',\n",
       "     '定期体检',\n",
       "     '零食下午茶'],\n",
       "    'industry': 100002,\n",
       "    'contact': False},\n",
       "   {'securityId': 'zQWOim8a_A1ta-S187o7xgC7Thcs5o1SvBLWyTymADfytVZZW2hALe2BMucEjbL99ujtuaUGDjOpqU5N3-QqI0zZdtMTz7qQB30cI0c5l3e5ucAVn21KNRc5R5HK1v3DpuWKkPU2lbIhrQ~~',\n",
       "    'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20230516/607f1f3d68754fd09e391d44316d698d858c04086f02339ff838205cd38d7075313ac10819f65881_s.png',\n",
       "    'bossCert': 3,\n",
       "    'encryptBossId': '4ab73a509ea45c5a0nF93dS4ElBX',\n",
       "    'bossName': '单女士',\n",
       "    'bossTitle': '人力资源经理',\n",
       "    'goldHunter': 0,\n",
       "    'bossOnline': False,\n",
       "    'encryptJobId': 'e37cbbb3427ef7d91Xx72tq4FVNU',\n",
       "    'expectId': 305852612,\n",
       "    'jobName': '游戏测试实习生',\n",
       "    'lid': '1Eu9753XVDL.search.24',\n",
       "    'salaryDesc': '150-160元/天',\n",
       "    'jobLabels': ['4天/周', '3个月', '大专'],\n",
       "    'jobValidStatus': 1,\n",
       "    'iconWord': '',\n",
       "    'skills': ['英语、翻译、游戏测试、AI绘画、转正机会'],\n",
       "    'jobExperience': '',\n",
       "    'daysPerWeekDesc': '4天/周',\n",
       "    'leastMonthDesc': '3个月',\n",
       "    'jobDegree': '大专',\n",
       "    'cityName': '广州',\n",
       "    'areaDistrict': '天河区',\n",
       "    'businessDistrict': '小新塘',\n",
       "    'jobType': 4,\n",
       "    'proxyJob': 0,\n",
       "    'proxyType': 0,\n",
       "    'anonymous': 0,\n",
       "    'outland': 0,\n",
       "    'optimal': 0,\n",
       "    'iconFlagList': [],\n",
       "    'itemId': 24,\n",
       "    'city': 101280100,\n",
       "    'isShield': 0,\n",
       "    'atsDirectPost': False,\n",
       "    'gps': None,\n",
       "    'lastModifyTime': 1682232862000,\n",
       "    'encryptBrandId': '2809358defb20e041XJy0tm6F1I~',\n",
       "    'brandName': '广州涡流科技有限公司',\n",
       "    'brandLogo': 'https://img.bosszhipin.com/beijin/icon/894ce6fa7e58d64d57e7f22d2f3a9d18afa7fcceaa24b8ea28f56f1bb14732c0.png',\n",
       "    'brandStageName': '天使轮',\n",
       "    'brandIndustry': '游戏',\n",
       "    'brandScaleName': '0-20人',\n",
       "    'welfareList': ['五险一金', '零食下午茶', '企业年金', '有无线网', '团建聚餐'],\n",
       "    'industry': 100002,\n",
       "    'contact': False},\n",
       "   {'securityId': 'wTWVqHWPmvIGB-e1OP2OU0Wus8_2HqEtQp_a0X3ssukRDTIvU0Qpbbq46XYKn6GiB8C1CCIsWUSSpAC8K3EkO8KZ6iIpV_ZkkutiDiZ3VmNBPfTzW5fsmTXvH2oVUwGxxcmAVkyUHUzU',\n",
       "    'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20230325/607f1f3d68754fd018157c70ab788fbc509ccea4cc9107228c7658084ab720fc5a9c3e5b78116cfa_s.png',\n",
       "    'bossCert': 3,\n",
       "    'encryptBossId': '2ddf58e2f191c98c1nVy2d61E1NU',\n",
       "    'bossName': '赵女士',\n",
       "    'bossTitle': '人事经理',\n",
       "    'goldHunter': 0,\n",
       "    'bossOnline': False,\n",
       "    'encryptJobId': '75a52bf2546b80541XZ83Ni6FVtS',\n",
       "    'expectId': 305852612,\n",
       "    'jobName': '游戏测试/打字聊天（接受小白）',\n",
       "    'lid': '1Eu9753XVDL.search.25',\n",
       "    'salaryDesc': '5-10K',\n",
       "    'jobLabels': ['经验不限', '学历不限'],\n",
       "    'jobValidStatus': 1,\n",
       "    'iconWord': '',\n",
       "    'skills': ['游戏测试', '上班自由', '打字聊天', '00后职场', '接受小白', '无需外出', '市场调研'],\n",
       "    'jobExperience': '经验不限',\n",
       "    'daysPerWeekDesc': '',\n",
       "    'leastMonthDesc': '',\n",
       "    'jobDegree': '学历不限',\n",
       "    'cityName': '广州',\n",
       "    'areaDistrict': '花都区',\n",
       "    'businessDistrict': '北站',\n",
       "    'jobType': 0,\n",
       "    'proxyJob': 0,\n",
       "    'proxyType': 0,\n",
       "    'anonymous': 0,\n",
       "    'outland': 0,\n",
       "    'optimal': 0,\n",
       "    'iconFlagList': [],\n",
       "    'itemId': 25,\n",
       "    'city': 101280100,\n",
       "    'isShield': 0,\n",
       "    'atsDirectPost': False,\n",
       "    'gps': None,\n",
       "    'lastModifyTime': 1680774900000,\n",
       "    'encryptBrandId': 'ebb755ff0f65420b0XR70926GQ~~',\n",
       "    'brandName': '广州创越',\n",
       "    'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/logo/20190925/89ee60cfb85f7acc723496d00e4587c1a43f38e28fdc9ceb2eedf52d70fa7342.png',\n",
       "    'brandStageName': '未融资',\n",
       "    'brandIndustry': '游戏',\n",
       "    'brandScaleName': '0-20人',\n",
       "    'welfareList': ['股票期权',\n",
       "     '全勤奖',\n",
       "     '节日福利',\n",
       "     '餐补',\n",
       "     '定期体检',\n",
       "     '零食下午茶',\n",
       "     '员工旅游',\n",
       "     '住房补贴'],\n",
       "    'industry': 100002,\n",
       "    'contact': False},\n",
       "   {'securityId': 'O3Qi5XBfhrqhp-r1-A0NYIktbrDW2zPwCltzctpwLxtSrCvLeI9nhLNCZQee8ihdQuvyvv5M3SlyEyQ5VbOZgauxOA54OY05CffanCngKG86SDd8l37pmf-QnNCKPxGj94iI',\n",
       "    'bossAvatar': 'https://img2.bosszhipin.com/mcs/useravatar/20160306/7ed19d323ee9a60bc77c497c60350aa08c7dd922ad47494fc02c388e12c00eac_s.jpg',\n",
       "    'bossCert': 3,\n",
       "    'encryptBossId': '8f2c37852e1a50140XZy3N69EA~~',\n",
       "    'bossName': '陈筱帆',\n",
       "    'bossTitle': '招聘HR',\n",
       "    'goldHunter': 0,\n",
       "    'bossOnline': False,\n",
       "    'encryptJobId': '0f56ca05996d96151XB_2d6-FVRU',\n",
       "    'expectId': 305852612,\n",
       "    'jobName': '游戏测试开发工程师',\n",
       "    'lid': '1Eu9753XVDL.search.26',\n",
       "    'salaryDesc': '15-30K·13薪',\n",
       "    'jobLabels': ['在校/应届', '本科'],\n",
       "    'jobValidStatus': 1,\n",
       "    'iconWord': '',\n",
       "    'skills': ['功能测试', '性能测试', '自动化测试'],\n",
       "    'jobExperience': '在校/应届',\n",
       "    'daysPerWeekDesc': '',\n",
       "    'leastMonthDesc': '',\n",
       "    'jobDegree': '本科',\n",
       "    'cityName': '广州',\n",
       "    'areaDistrict': '海珠区',\n",
       "    'businessDistrict': '琶洲',\n",
       "    'jobType': 5,\n",
       "    'proxyJob': 0,\n",
       "    'proxyType': 0,\n",
       "    'anonymous': 0,\n",
       "    'outland': 0,\n",
       "    'optimal': 0,\n",
       "    'iconFlagList': [],\n",
       "    'itemId': 26,\n",
       "    'city': 101280100,\n",
       "    'isShield': 0,\n",
       "    'atsDirectPost': False,\n",
       "    'gps': None,\n",
       "    'lastModifyTime': 1684742120000,\n",
       "    'encryptBrandId': '5d627415a46b4a750nJ9',\n",
       "    'brandName': '阿里巴巴集团',\n",
       "    'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/workfeel/20220316/7bf6f160950405e9282fe33181a1523803562870c4e2cc4a242ac4eb7bbd10d1694083156ab76fdb.jpg',\n",
       "    'brandStageName': '已上市',\n",
       "    'brandIndustry': '互联网',\n",
       "    'brandScaleName': '10000人以上',\n",
       "    'welfareList': ['员工旅游',\n",
       "     '五险一金',\n",
       "     '补充医疗保险',\n",
       "     '节日福利',\n",
       "     '年终奖',\n",
       "     '股票期权',\n",
       "     '餐补',\n",
       "     '免费班车',\n",
       "     '交通补助',\n",
       "     '零食下午茶'],\n",
       "    'industry': 100020,\n",
       "    'contact': False},\n",
       "   {'securityId': 'oSc6vT4vQQTvK-y1oUyyBDLdm9AI2N4MFcP06zOIURsQj9BPDP1DRILuBbvJGsbG0IlOh5wzF6vnGXzP_9VapYK45ElnNwc6dcBTCFmRZ81BDnO9lfdqMs5Z3aAv3VPV7A-raIKFM6Lg',\n",
       "    'bossAvatar': 'https://img.bosszhipin.com/beijin/mcs/useravatar/20160806/edd2f4bcb91085829079422aea2eb0a38c7dd922ad47494fc02c388e12c00eac_s.jpg',\n",
       "    'bossCert': 3,\n",
       "    'encryptBossId': '6f0c61a7c901ee5e1nZ80tS7GVM~',\n",
       "    'bossName': '伍女士',\n",
       "    'bossTitle': 'HR',\n",
       "    'goldHunter': 0,\n",
       "    'bossOnline': False,\n",
       "    'encryptJobId': 'dcf27497ef25946b1nx72dq1EFNX',\n",
       "    'expectId': 305852612,\n",
       "    'jobName': '游戏测试',\n",
       "    'lid': '1Eu9753XVDL.search.27',\n",
       "    'salaryDesc': '4-5K',\n",
       "    'jobLabels': ['1年以内', '大专'],\n",
       "    'jobValidStatus': 1,\n",
       "    'iconWord': '',\n",
       "    'skills': ['功能测试', '性能测试', '黑盒测试'],\n",
       "    'jobExperience': '1年以内',\n",
       "    'daysPerWeekDesc': '',\n",
       "    'leastMonthDesc': '',\n",
       "    'jobDegree': '大专',\n",
       "    'cityName': '广州',\n",
       "    'areaDistrict': '天河区',\n",
       "    'businessDistrict': '棠下',\n",
       "    'jobType': 0,\n",
       "    'proxyJob': 0,\n",
       "    'proxyType': 0,\n",
       "    'anonymous': 0,\n",
       "    'outland': 0,\n",
       "    'optimal': 0,\n",
       "    'iconFlagList': [],\n",
       "    'itemId': 27,\n",
       "    'city': 101280100,\n",
       "    'isShield': 0,\n",
       "    'atsDirectPost': False,\n",
       "    'gps': None,\n",
       "    'lastModifyTime': 1684484139000,\n",
       "    'encryptBrandId': '0ef78579e8cc58cb1nZ60tS0EVc~',\n",
       "    'brandName': '万界网络',\n",
       "    'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/chatphoto/20200928/a11af8f1ea289a15854580a19a45e3b513197a0e1ba539b2e53ce90579af48e7_s.jpg',\n",
       "    'brandStageName': '未融资',\n",
       "    'brandIndustry': '游戏',\n",
       "    'brandScaleName': '100-499人',\n",
       "    'welfareList': ['带薪年假',\n",
       "     '定期体检',\n",
       "     '全勤奖',\n",
       "     '五险一金',\n",
       "     '员工旅游',\n",
       "     '零食下午茶',\n",
       "     '包吃',\n",
       "     '节日福利',\n",
       "     '年终奖'],\n",
       "    'industry': 100002,\n",
       "    'contact': False},\n",
       "   {'securityId': 'SeMtIfxgTI_98-c1nHBcmPup6JDBcZge0nHaf8BLkXYULvVNyJhr_ZpneaqIngt2DfhzsNjWGCTBUxskvvnP4dj_XWQ13JJ17VFYIlWRxgCzKOTY4oB10rdlLxrh3NRNC8M1i2E1xoe7kg~~',\n",
       "    'bossAvatar': 'https://img.bosszhipin.com/boss/avatar/avatar_1.png',\n",
       "    'bossCert': 3,\n",
       "    'encryptBossId': '8107d939fd4357f60nB_2d-0GFFW',\n",
       "    'bossName': '李女士',\n",
       "    'bossTitle': '人事行政',\n",
       "    'goldHunter': 0,\n",
       "    'bossOnline': False,\n",
       "    'encryptJobId': 'ead8cebba329778d1Xxy2di9GFJY',\n",
       "    'expectId': 305852612,\n",
       "    'jobName': '游戏测试工程师',\n",
       "    'lid': '1Eu9753XVDL.search.28',\n",
       "    'salaryDesc': '5-8K·13薪',\n",
       "    'jobLabels': ['1年以内', '学历不限'],\n",
       "    'jobValidStatus': 1,\n",
       "    'iconWord': '',\n",
       "    'skills': ['计算机相关专业', '丰富的游戏经验', '手游测试经验'],\n",
       "    'jobExperience': '1年以内',\n",
       "    'daysPerWeekDesc': '',\n",
       "    'leastMonthDesc': '',\n",
       "    'jobDegree': '学历不限',\n",
       "    'cityName': '广州',\n",
       "    'areaDistrict': '天河区',\n",
       "    'businessDistrict': '车陂',\n",
       "    'jobType': 0,\n",
       "    'proxyJob': 0,\n",
       "    'proxyType': 0,\n",
       "    'anonymous': 0,\n",
       "    'outland': 0,\n",
       "    'optimal': 0,\n",
       "    'iconFlagList': [],\n",
       "    'itemId': 28,\n",
       "    'city': 101280100,\n",
       "    'isShield': 0,\n",
       "    'atsDirectPost': False,\n",
       "    'gps': None,\n",
       "    'lastModifyTime': 1685417926000,\n",
       "    'encryptBrandId': '2ed4cd2860ef86921XJ42d26FVA~',\n",
       "    'brandName': '广州小柠檬信息科技',\n",
       "    'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/workfeel/20230331/7bf6f160950405e95c9a9db772620605dbf1118faaa078b5348f9b17824342ee38bc3e37f80bc131.jpg',\n",
       "    'brandStageName': '未融资',\n",
       "    'brandIndustry': '游戏',\n",
       "    'brandScaleName': '20-99人',\n",
       "    'welfareList': ['餐补',\n",
       "     '生日福利',\n",
       "     '节日福利',\n",
       "     '有无线网',\n",
       "     '全勤奖',\n",
       "     '五险一金',\n",
       "     '交通补助',\n",
       "     '团建聚餐',\n",
       "     '带薪年假',\n",
       "     '零食下午茶'],\n",
       "    'industry': 100002,\n",
       "    'contact': False},\n",
       "   {'securityId': 'kAYX6VH1bVqRX-61B-7yjoaRj__S3LAH5NgM7pwbz4XQ-M9Mu59OOn219mdzcV0I4NOTWQ8zzvSbhYF_qRRh64WuJ189dCyUyVe89x1sU5N-MiKkHUHptn1eaX2KO1luD_WfCdGc6pf1',\n",
       "    'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20220406/607f1f3d68754fd0e25edb777c926245688b744c0c363f4a1baf436f015a4a8aa51447466dc63d29_s.png',\n",
       "    'bossCert': 3,\n",
       "    'encryptBossId': 'a72b54edc2a101580nV539q-FFpX',\n",
       "    'bossName': '杨女士',\n",
       "    'bossTitle': '人事部HR',\n",
       "    'goldHunter': 0,\n",
       "    'bossOnline': False,\n",
       "    'encryptJobId': '30aa0037ec4f400e1Xx50t-1GVpX',\n",
       "    'expectId': 305852612,\n",
       "    'jobName': '游戏测试',\n",
       "    'lid': '1Eu9753XVDL.search.29',\n",
       "    'salaryDesc': '6-10K·13薪',\n",
       "    'jobLabels': ['1年以内', '大专'],\n",
       "    'jobValidStatus': 1,\n",
       "    'iconWord': '',\n",
       "    'skills': ['丰富的游戏经验', '手游测试经验', '游戏测试'],\n",
       "    'jobExperience': '1年以内',\n",
       "    'daysPerWeekDesc': '',\n",
       "    'leastMonthDesc': '',\n",
       "    'jobDegree': '大专',\n",
       "    'cityName': '广州',\n",
       "    'areaDistrict': '黄埔区',\n",
       "    'businessDistrict': '大沙',\n",
       "    'jobType': 0,\n",
       "    'proxyJob': 0,\n",
       "    'proxyType': 0,\n",
       "    'anonymous': 0,\n",
       "    'outland': 0,\n",
       "    'optimal': 0,\n",
       "    'iconFlagList': [],\n",
       "    'itemId': 29,\n",
       "    'city': 101280100,\n",
       "    'isShield': 0,\n",
       "    'atsDirectPost': False,\n",
       "    'gps': None,\n",
       "    'lastModifyTime': 1683597655000,\n",
       "    'encryptBrandId': 'd48376f4c92e5b481nV829m4EA~~',\n",
       "    'brandName': '火树游戏',\n",
       "    'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/chatphoto/20200506/4a2f57556dd7d4adcde16e2f23e406c203632e5441f5df08e8261e49dbdade29_s.jpg',\n",
       "    'brandStageName': '未融资',\n",
       "    'brandIndustry': '游戏',\n",
       "    'brandScaleName': '100-499人',\n",
       "    'welfareList': ['员工旅游',\n",
       "     '包吃',\n",
       "     '节日福利',\n",
       "     '补充医疗保险',\n",
       "     '年终奖',\n",
       "     '五险一金',\n",
       "     '带薪年假',\n",
       "     '全勤奖',\n",
       "     '零食下午茶',\n",
       "     '定期体检'],\n",
       "    'industry': 100002,\n",
       "    'contact': False},\n",
       "   {'securityId': 'pWRkwt0s5fZxL-W1-OZJMNJJp2MKGPGPEK9jdjFW3jtMkMeqEjscYb84dYjkoy4-k733dH-WnN8fxFaEaNvrvpfEpQSaLEp330FpyKb0MO9W_yD0hPglpJUI9oyYtUAihUvRpyFgDQ~~',\n",
       "    'bossAvatar': 'https://img.bosszhipin.com/beijin/mcs/useravatar/20190520/aaaa86b4c71354c1af45dcda502ea0fb7ab6cc15bbb405bb6ad2a24e555fe19e_s.png',\n",
       "    'bossCert': 3,\n",
       "    'encryptBossId': '9e403815f6eb43011nZ72dS4FVc~',\n",
       "    'bossName': '李女士',\n",
       "    'bossTitle': '招聘HR',\n",
       "    'goldHunter': 0,\n",
       "    'bossOnline': False,\n",
       "    'encryptJobId': '2aa0c1ea848897f033B729q_E1A~',\n",
       "    'expectId': 305852612,\n",
       "    'jobName': '游戏测试工程师',\n",
       "    'lid': '1Eu9753XVDL.search.30',\n",
       "    'salaryDesc': '11-20K·15薪',\n",
       "    'jobLabels': ['3-5年', '大专'],\n",
       "    'jobValidStatus': 1,\n",
       "    'iconWord': '',\n",
       "    'skills': ['游戏'],\n",
       "    'jobExperience': '3-5年',\n",
       "    'daysPerWeekDesc': '',\n",
       "    'leastMonthDesc': '',\n",
       "    'jobDegree': '大专',\n",
       "    'cityName': '广州',\n",
       "    'areaDistrict': '天河区',\n",
       "    'businessDistrict': '员村',\n",
       "    'jobType': 0,\n",
       "    'proxyJob': 0,\n",
       "    'proxyType': 0,\n",
       "    'anonymous': 0,\n",
       "    'outland': 0,\n",
       "    'optimal': 0,\n",
       "    'iconFlagList': [],\n",
       "    'itemId': 30,\n",
       "    'city': 101280100,\n",
       "    'isShield': 0,\n",
       "    'atsDirectPost': False,\n",
       "    'gps': None,\n",
       "    'lastModifyTime': 1680844902000,\n",
       "    'encryptBrandId': '961f8d30b1d5546b1X1-2965Fg~~',\n",
       "    'brandName': '三七互娱',\n",
       "    'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/banner/97035c11fb007a4d6f2cc75207ab56decfcd208495d565ef66e7dff9f98764da.jpg',\n",
       "    'brandStageName': '已上市',\n",
       "    'brandIndustry': '移动互联网',\n",
       "    'brandScaleName': '1000-9999人',\n",
       "    'welfareList': ['餐补',\n",
       "     '年终奖',\n",
       "     '股票期权',\n",
       "     '节日福利',\n",
       "     '补充医疗保险',\n",
       "     '定期体检',\n",
       "     '带薪年假',\n",
       "     '交通补助',\n",
       "     '五险一金',\n",
       "     '零食下午茶',\n",
       "     '包吃',\n",
       "     '全勤奖',\n",
       "     '员工旅游'],\n",
       "    'industry': 100019,\n",
       "    'contact': False}],\n",
       "  'totalCount': 300,\n",
       "  'brandCard': None}}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
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   "outputs": [],
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "505d6826",
   "metadata": {},
   "outputs": [],
   "source": []
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "63789ba0",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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